{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 附录C-量化统计分析及指标应用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "enable example env will only read RomDataBu/df_kl.h5\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "sns.set_context(rc={'figure.figsize': (14, 7) } )\n",
    "figzize_me = figsize =(14, 7)\n",
    "import warnings; warnings.filterwarnings('ignore')\n",
    "\n",
    "import os\n",
    "import sys\n",
    "# 使用insert 0即只使用github，避免交叉使用了pip安装的abupy，导致的版本不一致问题\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "abupy.env.enable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## C.1 量化统计分析应用\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (您的star是我的动力！)\n",
    "\n",
    "[abu量化文档教程ipython notebook](https://github.com/bbfamily/abu/tree/master/abupy_lecture)\n",
    "\n",
    "本节内容建议对照阅读abu量化文档：第13节 量化技术分析应用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>p_change</th>\n",
       "      <th>open</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>volume</th>\n",
       "      <th>date</th>\n",
       "      <th>date_week</th>\n",
       "      <th>key</th>\n",
       "      <th>atr21</th>\n",
       "      <th>atr14</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-07-20</th>\n",
       "      <td>228.36</td>\n",
       "      <td>229.800</td>\n",
       "      <td>225.00</td>\n",
       "      <td>1.38</td>\n",
       "      <td>226.47</td>\n",
       "      <td>225.26</td>\n",
       "      <td>2568498</td>\n",
       "      <td>20160720</td>\n",
       "      <td>2</td>\n",
       "      <td>499</td>\n",
       "      <td>9.1923</td>\n",
       "      <td>8.7234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-21</th>\n",
       "      <td>220.50</td>\n",
       "      <td>227.847</td>\n",
       "      <td>219.10</td>\n",
       "      <td>-3.44</td>\n",
       "      <td>226.00</td>\n",
       "      <td>228.36</td>\n",
       "      <td>4428651</td>\n",
       "      <td>20160721</td>\n",
       "      <td>3</td>\n",
       "      <td>500</td>\n",
       "      <td>9.1711</td>\n",
       "      <td>8.7251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-22</th>\n",
       "      <td>222.27</td>\n",
       "      <td>224.500</td>\n",
       "      <td>218.88</td>\n",
       "      <td>0.80</td>\n",
       "      <td>221.99</td>\n",
       "      <td>220.50</td>\n",
       "      <td>2579692</td>\n",
       "      <td>20160722</td>\n",
       "      <td>4</td>\n",
       "      <td>501</td>\n",
       "      <td>9.1858</td>\n",
       "      <td>8.7790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-25</th>\n",
       "      <td>230.01</td>\n",
       "      <td>231.390</td>\n",
       "      <td>221.37</td>\n",
       "      <td>3.48</td>\n",
       "      <td>222.27</td>\n",
       "      <td>222.27</td>\n",
       "      <td>4490683</td>\n",
       "      <td>20160725</td>\n",
       "      <td>0</td>\n",
       "      <td>502</td>\n",
       "      <td>9.2669</td>\n",
       "      <td>8.9298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-26</th>\n",
       "      <td>225.93</td>\n",
       "      <td>228.740</td>\n",
       "      <td>225.63</td>\n",
       "      <td>-1.77</td>\n",
       "      <td>227.34</td>\n",
       "      <td>230.01</td>\n",
       "      <td>41833</td>\n",
       "      <td>20160726</td>\n",
       "      <td>1</td>\n",
       "      <td>503</td>\n",
       "      <td>9.1337</td>\n",
       "      <td>8.7541</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             close     high     low  p_change    open  pre_close   volume  \\\n",
       "2016-07-20  228.36  229.800  225.00      1.38  226.47     225.26  2568498   \n",
       "2016-07-21  220.50  227.847  219.10     -3.44  226.00     228.36  4428651   \n",
       "2016-07-22  222.27  224.500  218.88      0.80  221.99     220.50  2579692   \n",
       "2016-07-25  230.01  231.390  221.37      3.48  222.27     222.27  4490683   \n",
       "2016-07-26  225.93  228.740  225.63     -1.77  227.34     230.01    41833   \n",
       "\n",
       "                date  date_week  key   atr21   atr14  \n",
       "2016-07-20  20160720          2  499  9.1923  8.7234  \n",
       "2016-07-21  20160721          3  500  9.1711  8.7251  \n",
       "2016-07-22  20160722          4  501  9.1858  8.7790  \n",
       "2016-07-25  20160725          0  502  9.2669  8.9298  \n",
       "2016-07-26  20160726          1  503  9.1337  8.7541  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from abupy import ABuSymbolPd\n",
    "tsla_df = ABuSymbolPd.make_kl_df('usTSLA', n_folds=2)\n",
    "tsla_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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V4fR5h92eiIhorKTWZtgX1cD9cQseO7pF/+RgkMpmssFmtkd/gXHI33AfBK83YrnbBDTN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\nREREouL/ADhTTWp3LnhMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116124a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from abupy import tl\n",
    "jumps = tl.jump.calc_jump(tsla_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>abs_pct_change</th>\n",
       "      <th>atr14</th>\n",
       "      <th>atr21</th>\n",
       "      <th>close</th>\n",
       "      <th>date</th>\n",
       "      <th>date_week</th>\n",
       "      <th>high</th>\n",
       "      <th>jump</th>\n",
       "      <th>jump_diff</th>\n",
       "      <th>jump_power</th>\n",
       "      <th>jump_threshold</th>\n",
       "      <th>key</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>p_change</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-08-11</th>\n",
       "      <td>4.51</td>\n",
       "      <td>9.7572</td>\n",
       "      <td>9.6455</td>\n",
       "      <td>259.32</td>\n",
       "      <td>2.0141e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>263.740</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.2314</td>\n",
       "      <td>1.6236</td>\n",
       "      <td>1.7053</td>\n",
       "      <td>13.0</td>\n",
       "      <td>255.00</td>\n",
       "      <td>255.480</td>\n",
       "      <td>4.51</td>\n",
       "      <td>248.13</td>\n",
       "      <td>8.1013e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-08-29</th>\n",
       "      <td>2.21</td>\n",
       "      <td>7.7374</td>\n",
       "      <td>8.1754</td>\n",
       "      <td>269.70</td>\n",
       "      <td>2.0141e+07</td>\n",
       "      <td>4.0</td>\n",
       "      <td>272.000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.9458</td>\n",
       "      <td>1.2390</td>\n",
       "      <td>1.1164</td>\n",
       "      <td>27.0</td>\n",
       "      <td>267.51</td>\n",
       "      <td>268.700</td>\n",
       "      <td>2.21</td>\n",
       "      <td>263.86</td>\n",
       "      <td>6.4540e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-02</th>\n",
       "      <td>5.35</td>\n",
       "      <td>8.6868</td>\n",
       "      <td>8.7875</td>\n",
       "      <td>284.12</td>\n",
       "      <td>2.0141e+07</td>\n",
       "      <td>1.0</td>\n",
       "      <td>284.890</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0110</td>\n",
       "      <td>1.5277</td>\n",
       "      <td>1.1164</td>\n",
       "      <td>28.0</td>\n",
       "      <td>274.30</td>\n",
       "      <td>275.500</td>\n",
       "      <td>5.35</td>\n",
       "      <td>269.70</td>\n",
       "      <td>9.8524e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-10-02</th>\n",
       "      <td>4.65</td>\n",
       "      <td>10.1352</td>\n",
       "      <td>10.0603</td>\n",
       "      <td>251.42</td>\n",
       "      <td>2.0141e+07</td>\n",
       "      <td>3.0</td>\n",
       "      <td>252.790</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.6895</td>\n",
       "      <td>1.0918</td>\n",
       "      <td>1.9520</td>\n",
       "      <td>50.0</td>\n",
       "      <td>245.36</td>\n",
       "      <td>250.200</td>\n",
       "      <td>4.65</td>\n",
       "      <td>240.24</td>\n",
       "      <td>9.0020e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-10-10</th>\n",
       "      <td>7.82</td>\n",
       "      <td>11.3338</td>\n",
       "      <td>10.8987</td>\n",
       "      <td>236.91</td>\n",
       "      <td>2.0141e+07</td>\n",
       "      <td>4.0</td>\n",
       "      <td>245.890</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>5.0168</td>\n",
       "      <td>2.2165</td>\n",
       "      <td>1.9520</td>\n",
       "      <td>56.0</td>\n",
       "      <td>235.20</td>\n",
       "      <td>244.640</td>\n",
       "      <td>-7.82</td>\n",
       "      <td>257.01</td>\n",
       "      <td>1.2898e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-10-28</th>\n",
       "      <td>9.52</td>\n",
       "      <td>11.4392</td>\n",
       "      <td>11.2590</td>\n",
       "      <td>242.77</td>\n",
       "      <td>2.0141e+07</td>\n",
       "      <td>1.0</td>\n",
       "      <td>244.600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5472</td>\n",
       "      <td>1.4470</td>\n",
       "      <td>2.0513</td>\n",
       "      <td>68.0</td>\n",
       "      <td>228.25</td>\n",
       "      <td>229.600</td>\n",
       "      <td>9.52</td>\n",
       "      <td>221.67</td>\n",
       "      <td>1.0516e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-19</th>\n",
       "      <td>3.87</td>\n",
       "      <td>9.8175</td>\n",
       "      <td>10.1816</td>\n",
       "      <td>247.74</td>\n",
       "      <td>2.0141e+07</td>\n",
       "      <td>2.0</td>\n",
       "      <td>251.880</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>5.0492</td>\n",
       "      <td>1.1527</td>\n",
       "      <td>1.9593</td>\n",
       "      <td>84.0</td>\n",
       "      <td>245.60</td>\n",
       "      <td>250.610</td>\n",
       "      <td>-3.87</td>\n",
       "      <td>257.70</td>\n",
       "      <td>7.9185e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-18</th>\n",
       "      <td>6.04</td>\n",
       "      <td>10.9454</td>\n",
       "      <td>10.7113</td>\n",
       "      <td>218.26</td>\n",
       "      <td>2.0141e+07</td>\n",
       "      <td>3.0</td>\n",
       "      <td>218.440</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.8932</td>\n",
       "      <td>1.5360</td>\n",
       "      <td>1.8915</td>\n",
       "      <td>104.0</td>\n",
       "      <td>211.80</td>\n",
       "      <td>212.380</td>\n",
       "      <td>6.04</td>\n",
       "      <td>205.82</td>\n",
       "      <td>7.4833e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-14</th>\n",
       "      <td>5.66</td>\n",
       "      <td>9.4215</td>\n",
       "      <td>9.5509</td>\n",
       "      <td>192.69</td>\n",
       "      <td>2.0150e+07</td>\n",
       "      <td>2.0</td>\n",
       "      <td>195.200</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>3.0214</td>\n",
       "      <td>2.9953</td>\n",
       "      <td>1.4793</td>\n",
       "      <td>121.0</td>\n",
       "      <td>185.00</td>\n",
       "      <td>185.830</td>\n",
       "      <td>-5.66</td>\n",
       "      <td>204.25</td>\n",
       "      <td>1.1552e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-12</th>\n",
       "      <td>4.66</td>\n",
       "      <td>9.9740</td>\n",
       "      <td>9.7817</td>\n",
       "      <td>202.88</td>\n",
       "      <td>2.0150e+07</td>\n",
       "      <td>3.0</td>\n",
       "      <td>203.088</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>3.7225</td>\n",
       "      <td>2.6090</td>\n",
       "      <td>1.7493</td>\n",
       "      <td>141.0</td>\n",
       "      <td>193.28</td>\n",
       "      <td>193.570</td>\n",
       "      <td>-4.66</td>\n",
       "      <td>212.80</td>\n",
       "      <td>1.5650e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-07-08</th>\n",
       "      <td>4.82</td>\n",
       "      <td>10.0575</td>\n",
       "      <td>9.2084</td>\n",
       "      <td>254.96</td>\n",
       "      <td>2.0151e+07</td>\n",
       "      <td>2.0</td>\n",
       "      <td>260.800</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>4.8857</td>\n",
       "      <td>1.4491</td>\n",
       "      <td>1.8238</td>\n",
       "      <td>241.0</td>\n",
       "      <td>254.31</td>\n",
       "      <td>259.320</td>\n",
       "      <td>-4.82</td>\n",
       "      <td>267.88</td>\n",
       "      <td>6.2211e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-07-21</th>\n",
       "      <td>5.49</td>\n",
       "      <td>9.9827</td>\n",
       "      <td>9.4003</td>\n",
       "      <td>266.77</td>\n",
       "      <td>2.0151e+07</td>\n",
       "      <td>1.0</td>\n",
       "      <td>273.500</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>5.7750</td>\n",
       "      <td>1.5169</td>\n",
       "      <td>2.0460</td>\n",
       "      <td>249.0</td>\n",
       "      <td>266.55</td>\n",
       "      <td>270.050</td>\n",
       "      <td>-5.49</td>\n",
       "      <td>282.26</td>\n",
       "      <td>6.1087e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-08-06</th>\n",
       "      <td>8.88</td>\n",
       "      <td>11.5946</td>\n",
       "      <td>10.7972</td>\n",
       "      <td>246.13</td>\n",
       "      <td>2.0151e+07</td>\n",
       "      <td>3.0</td>\n",
       "      <td>255.000</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>7.3980</td>\n",
       "      <td>2.0452</td>\n",
       "      <td>2.7387</td>\n",
       "      <td>261.0</td>\n",
       "      <td>236.12</td>\n",
       "      <td>249.540</td>\n",
       "      <td>-8.88</td>\n",
       "      <td>270.13</td>\n",
       "      <td>1.4624e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-08-17</th>\n",
       "      <td>4.87</td>\n",
       "      <td>11.9753</td>\n",
       "      <td>11.3456</td>\n",
       "      <td>254.99</td>\n",
       "      <td>2.0151e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>256.590</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.6591</td>\n",
       "      <td>1.1053</td>\n",
       "      <td>2.7387</td>\n",
       "      <td>268.0</td>\n",
       "      <td>250.51</td>\n",
       "      <td>255.560</td>\n",
       "      <td>4.87</td>\n",
       "      <td>243.15</td>\n",
       "      <td>7.1767e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-08-27</th>\n",
       "      <td>8.07</td>\n",
       "      <td>15.8950</td>\n",
       "      <td>14.3472</td>\n",
       "      <td>242.99</td>\n",
       "      <td>2.0151e+07</td>\n",
       "      <td>3.0</td>\n",
       "      <td>244.750</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5241</td>\n",
       "      <td>1.3196</td>\n",
       "      <td>2.0121</td>\n",
       "      <td>276.0</td>\n",
       "      <td>230.81</td>\n",
       "      <td>231.000</td>\n",
       "      <td>8.07</td>\n",
       "      <td>224.84</td>\n",
       "      <td>7.6560e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-04</th>\n",
       "      <td>11.17</td>\n",
       "      <td>10.8725</td>\n",
       "      <td>11.1504</td>\n",
       "      <td>231.63</td>\n",
       "      <td>2.0151e+07</td>\n",
       "      <td>2.0</td>\n",
       "      <td>232.740</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.3671</td>\n",
       "      <td>3.1395</td>\n",
       "      <td>2.5760</td>\n",
       "      <td>324.0</td>\n",
       "      <td>225.20</td>\n",
       "      <td>227.000</td>\n",
       "      <td>11.17</td>\n",
       "      <td>208.35</td>\n",
       "      <td>1.2726e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-04</th>\n",
       "      <td>6.92</td>\n",
       "      <td>9.4124</td>\n",
       "      <td>9.5672</td>\n",
       "      <td>223.41</td>\n",
       "      <td>2.0160e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>231.380</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>5.3282</td>\n",
       "      <td>1.6197</td>\n",
       "      <td>2.2200</td>\n",
       "      <td>364.0</td>\n",
       "      <td>219.00</td>\n",
       "      <td>230.720</td>\n",
       "      <td>-6.92</td>\n",
       "      <td>240.01</td>\n",
       "      <td>6.8271e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-08</th>\n",
       "      <td>8.99</td>\n",
       "      <td>13.3551</td>\n",
       "      <td>12.3292</td>\n",
       "      <td>147.99</td>\n",
       "      <td>2.0160e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>157.150</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>5.0550</td>\n",
       "      <td>1.0801</td>\n",
       "      <td>3.1087</td>\n",
       "      <td>388.0</td>\n",
       "      <td>146.00</td>\n",
       "      <td>157.105</td>\n",
       "      <td>-8.99</td>\n",
       "      <td>162.61</td>\n",
       "      <td>9.3130e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-04</th>\n",
       "      <td>3.96</td>\n",
       "      <td>13.0217</td>\n",
       "      <td>12.6941</td>\n",
       "      <td>246.99</td>\n",
       "      <td>2.0160e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>252.120</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.5308</td>\n",
       "      <td>1.0939</td>\n",
       "      <td>2.3279</td>\n",
       "      <td>426.0</td>\n",
       "      <td>243.64</td>\n",
       "      <td>249.120</td>\n",
       "      <td>3.96</td>\n",
       "      <td>237.59</td>\n",
       "      <td>1.3475e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-22</th>\n",
       "      <td>10.45</td>\n",
       "      <td>9.8683</td>\n",
       "      <td>9.8900</td>\n",
       "      <td>196.66</td>\n",
       "      <td>2.0161e+07</td>\n",
       "      <td>2.0</td>\n",
       "      <td>205.950</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>5.1372</td>\n",
       "      <td>2.6590</td>\n",
       "      <td>2.3392</td>\n",
       "      <td>481.0</td>\n",
       "      <td>195.75</td>\n",
       "      <td>199.470</td>\n",
       "      <td>-10.45</td>\n",
       "      <td>219.61</td>\n",
       "      <td>2.3742e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>22 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            abs_pct_change    atr14    atr21   close        date  date_week  \\\n",
       "2014-08-11            4.51   9.7572   9.6455  259.32  2.0141e+07        0.0   \n",
       "2014-08-29            2.21   7.7374   8.1754  269.70  2.0141e+07        4.0   \n",
       "2014-09-02            5.35   8.6868   8.7875  284.12  2.0141e+07        1.0   \n",
       "2014-10-02            4.65  10.1352  10.0603  251.42  2.0141e+07        3.0   \n",
       "2014-10-10            7.82  11.3338  10.8987  236.91  2.0141e+07        4.0   \n",
       "2014-10-28            9.52  11.4392  11.2590  242.77  2.0141e+07        1.0   \n",
       "2014-11-19            3.87   9.8175  10.1816  247.74  2.0141e+07        2.0   \n",
       "2014-12-18            6.04  10.9454  10.7113  218.26  2.0141e+07        3.0   \n",
       "2015-01-14            5.66   9.4215   9.5509  192.69  2.0150e+07        2.0   \n",
       "2015-02-12            4.66   9.9740   9.7817  202.88  2.0150e+07        3.0   \n",
       "...                    ...      ...      ...     ...         ...        ...   \n",
       "2015-07-08            4.82  10.0575   9.2084  254.96  2.0151e+07        2.0   \n",
       "2015-07-21            5.49   9.9827   9.4003  266.77  2.0151e+07        1.0   \n",
       "2015-08-06            8.88  11.5946  10.7972  246.13  2.0151e+07        3.0   \n",
       "2015-08-17            4.87  11.9753  11.3456  254.99  2.0151e+07        0.0   \n",
       "2015-08-27            8.07  15.8950  14.3472  242.99  2.0151e+07        3.0   \n",
       "2015-11-04           11.17  10.8725  11.1504  231.63  2.0151e+07        2.0   \n",
       "2016-01-04            6.92   9.4124   9.5672  223.41  2.0160e+07        0.0   \n",
       "2016-02-08            8.99  13.3551  12.3292  147.99  2.0160e+07        0.0   \n",
       "2016-04-04            3.96  13.0217  12.6941  246.99  2.0160e+07        0.0   \n",
       "2016-06-22           10.45   9.8683   9.8900  196.66  2.0161e+07        2.0   \n",
       "\n",
       "               high  jump  jump_diff  jump_power  jump_threshold    key  \\\n",
       "2014-08-11  263.740   1.0     4.2314      1.6236          1.7053   13.0   \n",
       "2014-08-29  272.000   1.0     2.9458      1.2390          1.1164   27.0   \n",
       "2014-09-02  284.890   1.0     3.0110      1.5277          1.1164   28.0   \n",
       "2014-10-02  252.790   1.0     4.6895      1.0918          1.9520   50.0   \n",
       "2014-10-10  245.890  -1.0     5.0168      2.2165          1.9520   56.0   \n",
       "2014-10-28  244.600   1.0     4.5472      1.4470          2.0513   68.0   \n",
       "2014-11-19  251.880  -1.0     5.0492      1.1527          1.9593   84.0   \n",
       "2014-12-18  218.440   1.0     3.8932      1.5360          1.8915  104.0   \n",
       "2015-01-14  195.200  -1.0     3.0214      2.9953          1.4793  121.0   \n",
       "2015-02-12  203.088  -1.0     3.7225      2.6090          1.7493  141.0   \n",
       "...             ...   ...        ...         ...             ...    ...   \n",
       "2015-07-08  260.800  -1.0     4.8857      1.4491          1.8238  241.0   \n",
       "2015-07-21  273.500  -1.0     5.7750      1.5169          2.0460  249.0   \n",
       "2015-08-06  255.000  -1.0     7.3980      2.0452          2.7387  261.0   \n",
       "2015-08-17  256.590   1.0     6.6591      1.1053          2.7387  268.0   \n",
       "2015-08-27  244.750   1.0     4.5241      1.3196          2.0121  276.0   \n",
       "2015-11-04  232.740   1.0     5.3671      3.1395          2.5760  324.0   \n",
       "2016-01-04  231.380  -1.0     5.3282      1.6197          2.2200  364.0   \n",
       "2016-02-08  157.150  -1.0     5.0550      1.0801          3.1087  388.0   \n",
       "2016-04-04  252.120   1.0     5.5308      1.0939          2.3279  426.0   \n",
       "2016-06-22  205.950  -1.0     5.1372      2.6590          2.3392  481.0   \n",
       "\n",
       "               low     open  p_change  pre_close      volume  \n",
       "2014-08-11  255.00  255.480      4.51     248.13  8.1013e+06  \n",
       "2014-08-29  267.51  268.700      2.21     263.86  6.4540e+06  \n",
       "2014-09-02  274.30  275.500      5.35     269.70  9.8524e+06  \n",
       "2014-10-02  245.36  250.200      4.65     240.24  9.0020e+06  \n",
       "2014-10-10  235.20  244.640     -7.82     257.01  1.2898e+07  \n",
       "2014-10-28  228.25  229.600      9.52     221.67  1.0516e+07  \n",
       "2014-11-19  245.60  250.610     -3.87     257.70  7.9185e+06  \n",
       "2014-12-18  211.80  212.380      6.04     205.82  7.4833e+06  \n",
       "2015-01-14  185.00  185.830     -5.66     204.25  1.1552e+07  \n",
       "2015-02-12  193.28  193.570     -4.66     212.80  1.5650e+07  \n",
       "...            ...      ...       ...        ...         ...  \n",
       "2015-07-08  254.31  259.320     -4.82     267.88  6.2211e+06  \n",
       "2015-07-21  266.55  270.050     -5.49     282.26  6.1087e+06  \n",
       "2015-08-06  236.12  249.540     -8.88     270.13  1.4624e+07  \n",
       "2015-08-17  250.51  255.560      4.87     243.15  7.1767e+06  \n",
       "2015-08-27  230.81  231.000      8.07     224.84  7.6560e+06  \n",
       "2015-11-04  225.20  227.000     11.17     208.35  1.2726e+07  \n",
       "2016-01-04  219.00  230.720     -6.92     240.01  6.8271e+06  \n",
       "2016-02-08  146.00  157.105     -8.99     162.61  9.3130e+06  \n",
       "2016-04-04  243.64  249.120      3.96     237.59  1.3475e+07  \n",
       "2016-06-22  195.75  199.470    -10.45     219.61  2.3742e+07  \n",
       "\n",
       "[22 rows x 17 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jumps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yAsJZ0wfa78eSEeACASNsp5RSSqkRPWKM+WrOsr/nrmSM+QnwE/f6p8BPs977\nNYOb3V2Zs73fI+BC9yfXbVnrPoTt1p+9fQr4bJ5xbcBmLuQuvwK4ImfxRmz/gdx178QGOnL9zzzr\n7sLOdpC7fA922sBCxnw3tqxiStLSgBKUmTqwbnSBAM/zKC8LaiBAKVU0cZcRkN0sEOzTfT9IMBR/\n1oDcHgFjmT5wV2svd6/eRDqtZQVKKaWUUqOlGQElaCxTB/rKy4JaGqCUKpqonxEQHpwR0BOJD7tt\nJGq3rcztETCGZoGX3riGNLB8QS1Hrpgz6u2VUkqp6cIYc+tkj0FNPRoIKEHt3TEAGkYxdaCvIhzM\npN8qpdR48zMCynIyAkKhQMHTB5bnlgaMIRDg5wEEPG/U2yqllFKTwVu1ahHwaWwKfB22G/0jwM/S\nTU07J3NsaubRQEAJ6nVP1aorwqPetqIsRHtPbLyHpJSagda92cYBi+ooz3r672csledkBJS5HgHp\ndBpviJvzaHz8SgN8flBBKaWUKlXeqlWV2C78n2Dw/dc7ga97q1b9Avi3dFNT30SPT81M2iOgBPVE\n7MVydeXoAwHlZUFisSQprZtVSu2DN5u7+N5vXuCeJzZnliWSKR55aQfl4SCH7NcwYP1wKEA6DcnU\n0J89g5oFhsZeGuBLDXM8pZRSarK5IMAD2EwAPwjQhp2Crs19H3Lv3+/WV6roNBBQgvw626qK0Sds\nVJQFSdOfvquUUmOxs7UHsFkBvpdfb6GtK8opRy4clLHkTwU43MwBgwIBAbtNV298VDf02YGD4QIP\nSimlVAn4EXCKe70B28F+frqp6UhgPvAhtxzgVLe+UkWnpQElqKcvQSjoDarBLYSfrhuJJzVlVik1\naul0mjsf38Sedjt7yZvNXURj9vNkT4dddsjyhkHbhUP9gYDKIdqbRKI226ks7GcE2G2efKUZz4Pz\n33toQWPszCp/0owApZRSpcr1BPiE+3YDcGK6qanVfz/d1BQH/uitWvUw8CRwEPAJb9WqywvtGSAi\nYeAWYD+gHLjKGHOXiKwEbsW21VkLfMFNg4eIzAVWA0caYyIiEgSuAY5z+7jSGHNPznEqsVMLzgO6\ngE8YY/a449wAlAFR4KPGmJacbd8JXAXEgd3AecaYXhH5HjZIEgJuNMbclLPdCcC1QAJ4wBjzDbf8\nCuA9bvmXjDFPT+Z2oyEiZ7tz9Mmx7mO8aEZACeqNxKmuCA9ZZzsc/+Y/6qbpUkqp0XhtWwd3rd7M\nk680A/bdzR2/AAAgAElEQVSJ+xs7O4H+/iVV5YNjyOGQ/ewZKSOgvCyYafDnzxoA8MTa5gHZB8Np\n645mXmtGgFJKqRKWXQ5wSXYQIJtbfqn7NgScP4pjnAu0GGNOBc4GrnPLrwEuc8s94AMAInIWtlRh\nQdY+/jcQNsac7NZbmec4nwNedvv7JXCZW36jO85p2IDAQXm2vR74oFvnNeB8EXk7sNIYcyI2GHCx\niOQ+abgB+Jh7/3gROUZE3oJttng88FHgx3mON9HbTUmaEVCCeiIJaqtG3x8A7KwBgM4coJQaN69t\na+eQ5Q30uv4l+cqWMhkBw9T7R+LJTFkA9DcL9D38/LZB2QbReJLHXtrBSYcvzBy3vas/I0ADAUop\npUrY6e5rK3DXCOvehe0Z0OC2+48Cj/EH4Hb32sM+tQY4FjsjAcC9wLuAO4AUcAbwXNY+zgLWishf\n3D7+Lc9xTgG+m7W/y12WwDzgfSLyHeBZ4OI82zYZY3a51yEggs2AeNEtSwNBbMYAACJSB5QbY153\n39/vxh3FPq1PA1tEJOQyHI5wY/zBRGxnjNmTNdavABuNMXn/jkXkEGzWRo/70+aWfxz4kjvGa8D/\nAdYA57h1Wty5e15Engf+FzbLYyuwAnjaGPO5fMcshGYElJhUOk1PJD6mRoHQnxGggQCl1FhE4/2f\nHX5S0mvbOoD+RqbDBQJi8aE/e/qiicyMAQCVLrOgobac+uoyXt/ROWibx/+xk9v+/hrf/c3zmWXt\nWRkBWhqglFKqhNW5r9vTTU3Dpuu6MoHtOduNyBjTbYzpEpFabEDAf1LvuZtXsKn89W79v+Wm7gNz\nsFkA7wX+E/j5ED9LR87+ZgOHAX8H3o4NYnwid0NjzE4AEfkfbr1fGmMixpg2V9rwC2xpQHfO8bIv\nDPxjZo8js9wY85Ax5psTtV3Oz3fNUEEA53vA140xZwBPuHPRCHwDeIcx5hSgHbgAuBMbmDkF2ASc\nISKHYktLotiMi08DbwPeLSILGCPNCCgxkWiSdBqq86TeFsJ/2hYd5mJcKaWGkhtEXNhYxcbtHSRT\nKfpcjX9V+eBA5UgZAYlkiq7eOIvnVGeWlYeDfPdzJ1JTGeamu1/lhdf20toZYXZdRWadlk7bl2DL\nrm5e397BisX1AwIBmhGglFKqhPk3lou9VavC7mY/L2/VqjCwOGe7gojIUuzT/uuNMbe5xdm/kGux\nN5pDaQHucYGDR0TkIFf7/zP3/q/cmGpz9tcKdBljHnbjuAc4U0SqsE0QAT5ujNkuIl92y842xkTc\n+g3Y4MUqY8zVOWPKPl72MWNDLJ+s7QpxEOD3FVgNHAIcALxijOlyyx/FZm38GPgasMV9/SL24f0f\n3Xob/W1EZCfQf9E0SpoRUGL8GtwxZwSE/R4BGghQSo2e39APIJ2GA5fUE40l2ba7h95IHA+oKB/c\niNSfNSCRp0fAw89v43cPbgTs0/9sc+orqSgLsXKxDa5v3N4x4P0W16AQ4NXNtrTSL1EAzQhQaqpI\np9N0ZAXxlJoh/NT82cD7Rlj3/dgn6tnbjUhE5mNr/i82xtyS9dYLItLkXp8DPDbMbh4H3u32dxSw\nxRiz0RjT5P7cjL2BfXf2/owxfcAGETnVLT8Ne3N7Xda220Xka9gZEc4wxux1x6kEHgRuMcYMKoMw\nxnQCMRFZISIe9in5Y24cZ4lIQESWAQF/n5OxXYFeBU50r9/qvm4CDhUR/wnJ6cAGY8xabJDgbcBf\ngRps34a/uvXG7cJHAwElZrjU20JoaYBSal/kfnYcuGQWABu2tdMTTVBVEco0+8tWFs4/fWAyleL3\nq17nwee3AQx42p9thQsEbNo58CHInva+zOs3d9mMQX+KVYBESqdKVWoqeOj57Xz5utXsbOmZ7KEo\nNZFupr9m/2pv1arZ+VZyy7/tvk3Q/yS+EJdiAwiXi8gq96cSuAj4hog8ie3of/sw+7gJ8ERkDbb5\n32fzrPMT4DAReRxby/4Nt/zTwNVu2wVuXxkuUHEFsAi4143vc+4YBwCfyRr3/jnH/Czw39in6S8Y\nY54yxjyHvUF/EvuU/AvuOO8Qka9P1HY5P+NXROT9ec+sdRFwmYg8iG06iAsmXAE87M7dHHeOAVYB\ne9wsD48Au40x4/7hqaUBJca/wM2do7tQfv2tlgYopcYikjXjyHtP2o8Dl9pAwGvbOuiNJDJ1/bn8\njIDcQMCbzd0DMpRm1+afW3DurEoAWjrtE8PeSILb/r6Bzc1dLGysoqcvzpvNNnuuN6oZAUpNNX52\nz96OCAsbq0dYW6npId3UtMNbteoX2Jvlg4AnvVWrLgXuSjc1xV05wAeAb9Hfbf8XhU4dCGCMuRC4\nMM9bG+hvVphvu/2yXkeBfxnhOL3Ah/Msfwlbzz7UdruwgYh8/t8Ix1wDnJBn+ZXAlTnLHgIemqjt\nct6/ZoSf43XynCNXxnFbnuUXZ72+JOv15uzxGWMGjXU0NBBQYvyU1+qxZgRkZg3Q6QOVUqPnZwRc\n9NGjOWR5Ax5QX1PGa9vaiUSTzJ9dmXe7TLPAnEDAhq0Dy+gahsgIqKsO4wGdLnX4ObObJ9baKQzn\nzqqksb6CtW+00t0Xp28Klwa0d0epKg9RFh5cXqHUdOY/oNCMRTUD/Rv2Jv9U9/V2oM1btWo7tidA\n9nQ5j5G/Y79S405LA0pM9z5nBAxuFrizpUcDA0qpgvgX6fXVZQQ8D8/zOHDJLDq6Y0TjySE/m0Kh\n/BkBZkvbgO+HyggIBgLUVpfR3mOnBgyH+389lYeDLJ9v+/Rs2dU1ICNgKjUL7OiOcsmNa/jdwxsn\neyhKTbhYJhCg1yNqZkk3NfVh682zywQagMPpDwIk3PtnufWVKjoNBJSYVzfbi+b6mqEyaIbXnxFg\nf+HubOnhazc9xfV/Xjs+A1RKTWv+RbofVAQ4aEn/LDlVQ5QGlIXs+tmzBqRSaTZs66As1P+rZqge\nAWCDDx3dNhCQHVBYNKc6Ewh4c1fXgGaBUykQ8KzZQzSWZEtz18grKzXNRN3/ac0IUDNRuqmpL93U\ndD6wDPg6tkneM+7r14Fl6aam8zUIoCaSlgaUkFc2tfLs+t2sWFTHwcsaRt4gj0xGgPtF+4abl3vt\nG63jM0il1LTmX6T7/Uagv2EgQOUQZUvhPBkBW3d30xdNcOJhC3jyFZvmP1zZU31NGVt3dxOJJTL7\nOVbmcs7xyzJTBm7Z1T1lewQ8u343AHs7I6TSaR54eivHHDiH+bOrJnlkShWfnxGgsxqpmczV/v+H\n+6PUpNKMgBKQTqfZ297HM+t3AfCRdxxIIDC4K3chynNKA9p1qh6l1Aii8STJ1MCnddkZAUvmVWe+\nH+pGvj8Q0H+R7/cHOHS/BpbMrWH/hbV4eWYc8M2qtmUDHd0xYnE7npMOX0BZOMjcWZVUlofYuK1j\nQLBhqmQEtHdHM+ejozvGk2ub+f3DG/n+716c5JEpNTFi2iNAKaVKimYElICXXm/hh7f/A7Bptwcs\nqhvzvnJLA3bs7d33ASqlpq22rihX/vxpDt1vNhe8/zAisQShYIBQsD9OHAwEWLG4nlc2tQ5ZGpBv\n1gDjbnxl6SxOOnzBsEEA6C+Jau+OZkoM/ACD53ksn1/D+i12nzWVYbr74iWdEbBhazvdfXGOWtnI\nc2YPaezPE0+keH7DHsB2UFdqJoi64J5mBCilVGnQjIAiisaSfO83L3DX6k3Drvf0ul2Z1yuX1I85\nGwCyMgL8QICbrzcU9EinS/eCWSk1OW772wa6euM89eoudrX1EoklB2QD+Pw+AVVDNAvMLQ1IpdNs\n2NpOY105c2ZVjhgEANsjAKCjJ5bJLPB7DwAsc30CAGqr7DgSJRwI+Mmf13Ldn17m5nvW8cz63XjA\niYctAMgENObUD90zQanpJOb+T0fi2ixQKaVKgQYCiujO1ZtY92Ybdz2+mW17uodcL/uJ0EFLZw25\nXiECnkd5OEgkniSVTrPTBQISyfSAmQSUUqqtK8pz7sk0wIPPbhsyEHDS4Qs5ckUjR65ozLuv3EDA\nzr09dPfFOWhp4f1OZtX0lwb4+wlnNRpcnhUIqKm0gYBSzgjocDMgPLN+N69tbefAJfWsWGwzvvpc\nnwM/oKHUdKelAUopVVo0EFAknT0x/vbMVqrKQ6TSaX7z99fyPpFPplJsae5i3qxKzjtbOPO4pft8\n7PKyINFYklc2tWbqbP0xKaWU79XNtonoh5pW0FBbzmMv76SnLz6gUaCvsb6CL334KObOqsy7L/+G\nPeZu4DNlAcsKD25mSgN6opn9ZAcCli3Izgiw65ZqICCRHNjHIA0cd/A85tQPPH99Ub0pUjNDTEsD\nlFKqpAzbI0BEwsAtwH5AOXAVsAa4CTvvZRA4zxjzuoh8BrgAOw/mVcaYe4o47pK35pVmkqk0Hzh1\nf9a+0crLb7Tw4mt7OeaguQPW27G3l1gihSybRdPRi8fl2BXhIH3RBP/9wAYCnsch+zXwyqZWOnvj\nzBvbZARs2dXF7rY+jjt43riMUSk1+fxAwJEHNJJOp/njI28AUFE+OCNgJLkZAWZLf3+AQmVKA7pj\nBFwpQfbUgwtnV1EWChBLpDIZAaNpFnjn45uYN6uSEw9fUPA2Y+VnYFWWh+iLJvCAY2XeoIBw9gwI\nSk1nUc0IUEqpkjJSRsC5QIsx5lTgbOA64LvAfxtjTgMuAw4WkQXAF4GTgbOAq0WkvHjDLm2RWIJH\nXtpBMOBx/KHz+eg7VxIMePz2odcGNNIC2LTTTu+3/8KxNwjMVV4WpKMnxu72Po4+cA6H7z8b2LeM\ngCt//gzX/3ktza3afFCp6WLdm23UVZexeG41px+9OHPTna80YCRhV8sfT6ZIp9OYre3U15QxryF/\nBkE+9X5pQE8sq1lg/1gCAY+l82qA/pR6f7aDkSRTKe58fBP3P7Ol4PHsC/+p52H7z6a+uozDDphN\nQ205s+sq+PI/H8W/f/Ro9l9YS28krv1b1LSXTqczGQEaCFBKqdIwUiDgD8Dl7rWHfdp/MrBERP4O\nfBxYBbwNWG2MiRpjOoCNwJFFGXGJS6ZSXPO7l9jZ0suJhy2grqqMhY3VvPPYJexpj/Dw89sGrL+5\nSIEAX11VmDr3lG2sgYDs6cBWv7xz3wanlCoJqVSa9u4Yixqr8DyPmsowJx2xELBZRaPlBxESiRS7\n2vro7IkhS2cV1CTQVx4OUlkepKM7mqknzi4NgP7ygNpR9gjoidgn7z19E/ME3n/6WVMR4j/OP57P\nf/DwzHtHHNDIIfvNproiTCKZHhQgVmq6SabSpFzAK6rNApVSqiQMWxpgjOkGEJFa4HZsBsAvgDZj\nzBki8nXgYmAD0JG1aRdQP9LBGxqqCIVGf8FZyv78yOts3N7BSUcu5KJzj8tMwfXxdx/KA89sZfPu\nbubO7a9z3bq3h3AowNGHLhgwXVeu7G1GUlfdn4zR2FDF0oX2ryLpeaPaj2+9Sx8GeOwfO3nn8cs5\ncBQNwKaCsZwXVRg9t8U3lnPc0xcHoL62IrP9R94lrH55J8sX1Y96n5mb2YDHjrY+AI49dMGo9zO7\nrsKWMTVWA7BoYX1mWlSAD73zIALBACcds4TfPrSRcFmooGPEXMPW3mh8TOdrtNu0u8DDrPpK9l82\nO+86Da5fQEV1OY31hWdOTEf6OVF8k3mOu93nDdg+ItP173u6/lxKqelp2EAAgIgsBe4ArjfG3CYi\n1wB3ubfvBr4FPAtkf/rVAu0j7butbfqlmf/xoQ1UlYf4SNMK2lp7MsvT6TTl4SA7dnezZ08XYJ+0\nb97RyfIFtQPWzTV3bm1mm0J49D8hSydT4J7o79jVNar9+J59xWYBrFhcxxvbO7nyxie55t9OydTw\nTnWjPb+qcHpui2+s57i1085WEiCd2b7cg+9ccCI1leFR7zOdTuMBPb0xnn2lGYBFDZWj3k9NRZjt\ne3ro7IoC0N7WM+CzpjLo8fF3Hsjedhts6O2NFXSMrdttrLovmmRnc8ewgddcYznHzbvs+qlEcsht\ng+7H2rqjg1Rs5j4l1c+J4pvsc9zm/j8D9EUS0/Lve7LP8XSnQRalxt+wV0IiMh94ALjYGHOLW/w4\n8G73+jTgFeBp4FQRqRCReuAQYG1xhly64okU7d0xli+ozXS09nmex5z6igFTBW7Z3U0ylWa/BeP7\n4Zad1ltZHqLRzVOdfezReN1dQF/wvsN46yHz6OyNj3lf4+03f3+NVS9sn+xhKDXl+NPXVZQPjAc3\n1JYPSscvhOd5hEMBIrEkL7/RQkNtOYsaq0a9H3/mgJbOCKFgYMiAYyBglxfaLLAn0v9Esifr6WSx\nRFxpQPkw/Raq3LnvjRR/PEpNpljW9MWxRKrg3h5KKaWKZ6SrvUuxswNcLiKrRGQVcBFwnog8gW0g\n+G1jTDPwQ+Ax4CHga8aY0rhTnEDt3Tbi7c+FnauxvoLeaCJz0bd5p40cj2d/ABh44VlVHqKyPER1\nRYi9HX1j2t/rOzqpqy6jsb4i06hr++7ucRnrvkgkU/zt2a3c+fgmbbal1Cj1uYZdlXmmChyrcCjA\n1t3d9EQSHHvQ3FH1B/DVu9Kmtq7ogBkDcgXdE/2CAwFZvQG6JyAQ4N/4DNdvobrCDwTM3GwANTNE\n4wMbBEZjGghQSqnJNlKPgAuBC/O8dWaedW/CTis4Y/mpbw21+QMBc7KezC+rCGdmDNiviIEAfxqw\nObMq2bG3x6bvjuLivLUzQltXlGMOnIPneSyeawMB2/Z0D5oKcaL5TzQ7emI0t/aysLGadW+2saix\nKtN9XCmVX8T9/6kcw1SBQ8nOJDhWxvb5MKumP5tquMyEoMsIKLxZYFZGwATcePud0cuGCQRU+oEA\nnUJQTXOxnIaYkViCqorxC0IqpZQavdHnf6ohjRwIsM2gWlxa/aadnZSXBVk4e/Tps8PJfgLlp57O\nra8gnkjRMcqZA97YYYMVKxbbhoNL5toGXtv3Dt3TYKL0ZU1BtP7NNrbv6eZ7v3mBq3757CSOSqmp\nwf//UzHOGQFgb9L9z4zRqi8wEOCXDBReGjCxGQHRzPktpDRAAwFqeovlZgTEdQpBpZSabBoIGEej\nyQjoiyZobullv/m1mVrX8VKedWFf6S4058yyQYi97aOr2Njo+gOsWGSzFhrrKqgsD7JtTwkEArIu\nntdtaae51TafbOmMDrWJUsrpK0pGgN1XY13FqJrxZavPmvVkuKfpwdH2CMi6+Z+IQEAhPQKqK+wU\niNojQE13/o2/n5AYiWkgQCmlJpsGAsaR3yNgqECA37RvZ0sPW3Z1kWb8+wPAwCdQlVkZAQB7Rtkn\n4I0dnQQ8j/0W2HF6nkdjXcWADsCTJZLVZdtsaZuQi3ulppLhemdkSgPGMSPAT9OfO6tizPsYkBEw\nTDAhGPRLAwqrNR5YGjCRPQKGPr81lTYQ0Nmrn11qeovF7f/TOtdIOaLlMEopNek0EDCOWkfICFg6\nr4baqjDPmj28ucs221syr3rcx1EeHhwI8Oeo9qfcKkQimWJzcxdL59UMeKoVDAZKouOvX1frAV29\ncTZs7ZjcASlVQu56fBP//pMnWLupJe/7mdKA8vELBHT02M/AuS4DaSyym62Gw8OUBox61oCJLQ3o\n7xEw9M/gB0z2jOJzWampyA+M1VfbQEBvVDMClFJqsmkgYBy1d0UJeF4m4p0rFAxwwqEL6O6Lc+9T\nbwKwaE4RAgHZzQLd68wF5yim/duyq5tEMsUBiwdmLYQCHsnk5Hfp91ObD3BlC8+/tgfoTz1UaiZ7\n4pVmWjujXPfHl4knBl90F6M0oM9d3PvZT2NRXRHKpP0PN2tAwPPwGOv0gcV/GllQj4CKMDWVYXa1\naSBATW9+s8A6l/GTndGnlFJqcmggYBy1dUWorykbtub/5CMWANDRbZv2LZw9/oGASnfhWRYOZOp0\nM/0JRvHk6XXXH2DlooFNv4IBj2QqPelT9vk3Hf7sBf6Ft193q9RMlUqnM6VKsUSKrjyp5/6F+HiW\nBviGmkK1EJ7nZcoDhisNAJsVUPCsAX2JTIChZ0J7BAx/fuc3VLK3va8ksqyUKha/R8As1wOkT0sD\nlFJq0mkgYJzYC+8Ys4coC/AtnVfD7Dq7TkNt+bCNpMbK32dlVspvOBSkvqaMvaPICHhzVxcA+y8a\nmBHgz9+dmvRAgL2QWDavhsa6/vNePkwqrlIzwd6OSKYmF/KnwvuBtPEsDfDtSyAA+hsGhodpFgi2\nT8BoMgL8TIWJ7BEw0ufRvIZKkqk0rdrkVE1jfqB+Vq0N8mkgQCmlJp/eMY2Trt44yVSaWSMEAjzP\nY6WbVqtYvwj9HgFVORf4c+srae2MFvzkqbXTBg3m5KT5Zrp1T3J5QJ//RLM8xMHLGjLL4wl9sqZm\nth1uVo+Qa6jXlS8QkMkIGL9g5HlnC8vn13LgkrFNHejz64hHyggIFpgRkEyl6O6LU19dRjDgEU8W\n/zOiv0fA8Od3XoOdPna3lgeoaSyTEeCChH05swa8sGEPdz2+iefMbv74yOuZjCallFLFM/6Pgmao\nti5709xQwJOww/dv5Ol1uwfcvI4nf17wypxAwJxZFWzc3kFbZzQzneBw2rpj1FaFB00DNtppu4ol\n+4nmwcsbWL22GYBoXAMBambb0WIDAbJ0Fq9sbsubCh+JJgkGPMLD1OGPVtPRi2k6evE+72eWKw0Y\nrtEe2D4BhXwOdfbESadtFlYoFCCRKP5nVzSWpDwcJDBC05J5DfazeHdbL4ftP7vo41JqMviBMf8a\nKXfWgB/96WXA9gjpiST42zNbOeO4pZxzwjIt91NKqSLRjIBx4k+n11A3ciDg5CMWcMH7D+Nf3nNI\nUcbiN6fKzQiY42YOKKRhYDqdpr0rmjfF1y8NmPxAgL2QqCoPccjyhkyAIhZPTnr/AqUm03aXEXDQ\n0lnAEKUBsQQVZUG8EuyuWe8+d0YKUvj9SkbiP12cVVNOOBiYmIyAeLKg0i8/EKANA9V0lskIqM2f\nEeDriSRoqC2nqiLEX9e8yQ9v/wdgr0luvudV/vbsVgDiiSQ33LmWtW/knxVFKaXUyDQQME7a/UBA\nARkBnudx/KHzM3NIj7fK8hAffvsK3n3C8gHL546iYWBfNEk0nsw7FaJ/w52YgIvp4fiBgIqyILPr\nKrj8E8exfEEt6RIYm1KTacfeHsKhAPsttP098gUCItHEoKyhUpEpDRgpEBAMFFQa4Ddnra8pIxwK\n5J1FYTw9u343e9r6hpxBJtt8LQ1QM0CmR0DNyM0CD9t/Nt+54EQa68oz/y96owlWr23mdw9uZMuu\nLjZs7eDpdbt5+IXtxR+8UkpNUxoIGCetfiBghB4BE+Wc45dz8PKBpQd+OUAhGQFtWU/QcgWDJdIj\nIJrA8/ozIJbNr800a9TyADVTpdJpdrb0sHB2VeZGtDtn1oB0Ok1PpHQDAf7nTnlo+CfqhZYGDMoI\nKGIfkVg8ya33riccDnDuuw4acf3qihBV5SF2j2JGF6WmGn+WkrrqMB7DBwIWzq6iLBykrross55f\n3pRKp/nV/YY3dthZjfzsJ6WUUqNXmleBU8imnZ109cb7MwJKJBCQTyYjoGPkC87hfp7+HgGTnRGQ\npLIsNCC12U/FjcWTUKSMC6VK2d72PmKJFIvmVGeyjrpzuuR39cWJxJKDGoGWisP2b+Cdxy7hhMPm\nD7teMOARK+Dp/oBAQChQ1FkDnlm/m95ogveetDxTmjEcz/OY11DJtj09pNLpEXsKKDUVReNJykIB\ngoEAFeWhTI8fGDwD0fzZNkumsjxELJEinkjR3WcDAp4Hr+/oZEdLLwB72vtsP44izMCklFLTnWYE\n7KNfP2D48R0vZzIC9nXarGJqqCsn4HnsbY+wq7WXK255mjebu/Ku61845w8ElE6PgMrygb/8y9wT\nRL8eUamZZsdee4E8IBCQUxqwu9UGA/209FITDgX5+JkHZTrqDyVQ4KwB/YGAMtsssIjZTKte2I4H\nnHbUooK3mddQSSKZygRglZpuIlk365XlwQEZAZHowN/XC1wgwO9z1BdNZD7D3vGWJQO2TwPb92pW\ngFJKjYUGAvbRnvYI8USKrbu7qa4IjThV1GQKBgLMritnT0cfP7vnVbbu7uaPj7yed922YQIbpVQa\nkJva7HcZj2lpgJqG0i7tf7hmmNv3dgOweE41ZeEAoWCA9q7YgAvv5lYbLJg3e+TZQ0pZMFhoaYDt\nEVDs0oAtu7p4fUcnR6xozDRnLYQf8NCGgWq6isaTmamNK8tDmVIBGFgmEAp6zHVljFUV/YEAvzRg\n8dxq/sdpKwAy2TPb9nQX/wdQSqlpSAMB+yAaT2ai1N19cRpqSzPNNtvcWZV0dMd4c5f9xTlUBkP2\nE7Rckz194O72Prbt6aY3msg0FfP5FxqFpAsrNdVs2NrO1256il/cZ4ZcZ4d7OrZobjWe51FdGWLb\nnm6+dtMael1K/K42Gwgo1YyAQgU9b1BacT7tXVHKw0Eqy0OEQwFS6XRRSptWvbgDYNRTKM7PmkJQ\nqekoGktm+vlUltnSAD+g6QcCDlxSz4UfPirTJNQP9PdGE5nyppqKMG8/ZjH//PaVmR4cOzQjQCml\nxkQDAfugtXNg071S7g/g82uCM131hyhH9ef8zZ2CECDkSgMSk9Qj4Ks3PMnXb34agAWzqwe852dk\naGmAmo42u1KeR1/aMWQ67HY3Y8Bc90Ta75jf3h3j9lWv090Xzzx59m9Ap6pAwCsoM6m9O5oJavo3\nGeOdFdAXTfDkK8001JZzxIrZo9p2XiYQoBkBanrKLg2oKA+SSqeJuf+DvS4QcNDSWRy2X///Hf/6\nozfSnxFQXRkmEPA4+/hlHH3gHKC/WbNSSqnR0UDAPsj95dNQO/JUUZPNnznAl9tN3Of/gg7nKXUo\nldIAgAWNA59oloe0NEBNXz2R/hTaa//wEh3dAz+DUqk0O1t6WTi7ioDL3DnEzR4yq6aMVS/u4MJr\nHxG3YY8AACAASURBVOOFDXsoCwcyc3pPVcHAyKUBiWSKrt54JvspHCxOIOCpdbuIxpKcftSiTB+V\nQs3TKQTVNJZIpkim0lS464ns2n/oDwTkPnioqghn3vezL7OnXa6rKiPgedpbQymlxkhnDdgHgzMC\npkBpQE6X8Nxu4r64e6Jelmce78ksDcitjfabCvn8jICYZgSoaci/8T/+0Pk89eoufnD7P/jeF0/L\nvL+3o494IsWiuf2ZMhd84DB6IwnCwQBPrN3Jujfb2Li9g4OXNUz5DvXBApoFdvbESEMm6OFnBIx3\nw8A1a5vxPDh1FE0CfXVVYcrLgtojQE1LfoZheZm95KxwX3/0x5dZMLuKFnctldvzx28GfN9TW9jZ\nYjOgsgMBgYBHfU0ZbV0jT4mslFJqMA0E7IPWztyMgNJ/unbgklnMb6jkjOOWctfqTSNnBOQLBAT9\nWQMm/ql77sX74ECAywgo4jzhSk0Wv+ndeWcJ4VCAx/+xk//85TN89v2HEgwEMuUCi+f0BwLqqsqo\nq7LZSu87eX/ed/L+JJKpTEBvKgsEPNIw7LR7/Y0C7TkIZTICxi9YGE+keGNnF8vm1Y7p94Dnecyf\nVUlzWy/pdHrAlKhKTXV+Y0C/h88xB87hlU2tbG7uZNPOzsx6uYGAqnJ705+9TnXFwHUaast5s7lL\np95USqkx0EDAPsjNCCjlqQN9jfUVXH3BiQA89Pw2uoYIBMQTKQKel7lozhYKTF5pQG7tf0PdwHPu\nX2hEY5oRoKafjm7b9K6iLMh5Zwnt3VGeW7+bNSsa2W9BbX+jwMbqYfeT7//1VBTM+iwKhIYKBNiA\nbX31wIyAQkoD2rqivLatnbMba4ZcJ51Os7m5k0QyxcrF9aMaf7Z5DZVs2d1NR09sSvwuUapQ/u9j\nv1ngUSvncNTKOSSSKe5avZl7ntgM5AkEVAy+RM2dmamhppw3Up109cYHNQ9WSik1PA0E7IPcHgGz\np0BGQLbayjDNrb2kUulMPbEvlkgSDue/WZjM0oDslP859RWDngD4Fwl3P7GZI1c2Tvmu6Gp6+8V9\n61n7RgvVlWFqK8OcdvRi3nrwvCHXb++JUV9Thud5hIIeHz/jIC65cQ03/2UdAMsX1AKwcM7wgYDp\nIuBq8YcrD8jMgFKb0ywwOXQgYG97H399aguP/2MHiWSaxtnVrJifPxjwqwc2sOqF7QCsWFI3+h/C\nyUwh2NqrgQA1rUTifmnAwJv4UDDAQUv6g2e5N/65gYF8/JKf9q6oBgKUUmqUpsdjoUkSiSYIBrxM\nqtpUa7xVXRkmne5v1JMtnkjl7Q8A2aUBk5cR8LZD5vHNT79t0Pv+mLv74vz8r+sHvPfk2mYu+emT\nvOk6rys12da8uov27hjNrb28srmNP656fch1k6kUXTlPi+fPrhrQANT/t91YN7U+i8aqkKCkHwho\nqCksI2Dr7m4uvWkNq17Yngk0dvbE8q67ubkzEwQA9jkjAPj/2XvPOEnO8tz7qqquzmnSzszObJhN\nvUm7WpQjQhgJJBAcjBHYAhOMwT7YYDj+mSMdjm1eDLYB44MBY3IU0sGAjkAgQDJCeZVWYVNr8+zk\n2NM5VHg/VD3V1bmnp3s6zP3/sjvd1d01NV1Vz3M/13XdOHxmAZ+96xDmQpQXQHQGhiKgSPjwhn6P\n8f9Ca0DlQgCz4ixSYCBBEMSyoULACkhLCqyigC6PHTarUOBda3U8Ts1/x9J4zaQzCqyWwps2YJbj\nrr4PnxUC/G6bEThkxiwbNHuAj51bxNd+fhTTiwkcOjHb+B0liAqkMzJSaRk7N/rxlY9eh/1bezAT\nShiWo8VICgvhJBQ9IDMcy2ihd+7cVa/3vH5Pzs8+txViiXO302DXIkUtVwhgGQHVdQ0Ym41CklXc\ncMkGvOfmXQC0iUyxTJT7D44CAK66YAA3X7EJPd7aA2OH9IDH+544h6NnF/EzXS5NEO1OKl1cEQAg\nZxW/sGtA7s+7N3cVvJ4V+BajVAggCIJYLu01c20x0hkZVpHHO27cgXhSaruAJ7dDuwFH4xkgr+11\nWpJz0nnNNNMawAYU+T5Bhnkg4TLt/8Gj08b/z5IigGgBWD6HRx8IBzZ24YVT8wieD2H35m78zVee\ngCQrsIo8+rucxvnIvO6Maw4Mwe+04PavPglAs8ysFfgqipJGRoA71xoglXgNK4xuG/IZ15lfPXkW\nX73nJdx+20XYpkuZFVXF0bOL6PLY8J6bdq34+r+p3wOLwBv7FYln8C93P49br9+Gob7SGQUE0eqU\nsgYw3A4R0USmYDHFvP0XP3xN0fu+nxQBBEEQNUOKgBWQ1uXz24f92L+tt9m7s2zYxKKoIkBSinYM\nAABBaGIhIKMNkm0l8gv6u5143+t3AwDies91RVXxwqk5uB0iujw2nJ2KFLQhJIjVJpLQVqo9DlYI\n8AMAgqOLODOhhc8N9bkw0OXE9GIcx84tAgAGewtzL3q8dnCm/68VqrIGRNJw2ARDQWSpoAiI6ddD\nl0M0rjPMcvGLJ88Z243PxhBNZLBrU1ddisAWgcfmwaxM+ui5BRw+s4B//dGLJa0JBNEOlLMGAMCn\n/vRyfPpPLy+Y6JszgJx2sWjIKRvHxEu0QiYIgiBKQ4qAFZDOyHDa29eLy8KzHnj2PHZu8udI7TNl\nrQF6RkATrQG2EgMKALhi7wDu/u1JxPRCwLmpCJaiaVy1dwDJtIxnX57FYiSF7jU0YSJaj3BMG7h6\nXdpAdmO/GxaBw/mZqPHd/P1XbsWF23qhqioWIyksxdLYWCS0TrTw8HtsWIyk0OtzFDzfqRjWgAoZ\nAWYVRaWMgFhCu264HWLBNtOLceP/x/XCzM6NhXLlWtm23oeTY0sANHsWAMyHk/jiT17CX7/9wjVj\n+SA6C5ZDZC/h+Xc7xJIKxL9/z6Ul84oAwKGrBhIp6hREEASxXEgRsAI0RUD7Dswu2tGHfVt7cPTs\nIr58z2FDkirJChRVLa0I0AffUjPaB5bxGppx2S3Gyt4LJ+cAaC2L2Iob2QOIZhOJ64oAp1aQE3ge\nfX4HphcSGJ2OAtDk4oDWZ77ba8fIoNcoxOXTp1sC1qQ1oITCJyMpiCYyObkKFQsB+sqiy26BNU95\nNLOYDfA7PqoXAjb5a9z7QvZv6yl4bGTQg5PjS/jWL4+TkoloS+aXtNyTWtRKG9a50d9duvuPQ7cT\nJIqEHhMEQRDloUJAjSiqioyklJSotwOiRcAH33wB9m3tweHTC/jO/dpAkw2QS3cNaKY1oLIiANBC\nhuJJCaqq4oWT8xB4DntGurF5QGvvdXYq3PB9JYhyGBkBzuxKWH+XE/GUhGPnFuB2iAXBgOVg3QN6\n1lAhoJLMfynGWgcWUQRUyAhwO8QCqbKsqFqhVFFxfDSEPr+9rgqMwMYu/N27L8l57D0378bIoBdP\nHpnG+Zlo3T6LIFaL2SWtgNaIIqXDSoUAgiCIWmnfWWyTyeiyzVKhde2CReDxZ2/ci5FBDx57aQo/\nfeQM0vqgWizxuxnWgCIp2o0mXWUhwGUXoagqphbiODcdwc6NfjhsFqPP+tlJUgQQzSVfEQBkW8gl\nUjI29ruX5T2/OLAOI4NebFlfey/7doMlji9Fi3vo8zsGANmuAVKJ4kE0kYFo4WEVBdiKFEMn5mIY\nnYkgkZLqagtgdOW1ofU4RVy8sw8AsBCmQDSi/ZhfSsJltxS0B6wHPM/BJgpIpKkQQBAEsVwoI6BG\nUnprulLy+XbCZhXwobfsx6e+9yx+/vhZbNI9yBUVAc2wBlRdCNC+2o8fngIAI8zR7RDR57fjzGQY\nqqq2XacHonNgigBvjiIgu7ocWOYk88Ltvbhwe/uFlq4ENmleiCSLPr+kdwwwFwIsFRQBsWTG8CsX\n8+TPhhKYDWmft2tT/QsB9jzbk8MqwKsXi8JxCg0k2gtVVTG3lMT6HlfDPsNhE0gRQBAEUQPtP4tt\nEmxlup0zAsx4XVbcfOUmAMAJPayqVCHAwjICmmkNqJAR4LRrA/knjuQWAgBg84AXsaSEuaXikweC\naCQ//t0pfPmnLxmTuhxFgMkL+4odfau+b+1Gl7d867CsIsCUEVDBThBNSHDp14/8jAAAWIikTPkA\n9S8EWATeSEsXeA4WgTe+IxEqBBBtRjiWRkZS0OtvnGXJYbNQWCBBEEQNUCGgRtggsp0zAvJhFfvR\naU02XyqhupnWgFSVlgymCFgIpzDU60KfP7vSylLXx8hvSzSB+544h2eCszgzGYZF4HNWgPtN39P1\nPaUDsgiNLo82uShdCChUBJQLC5QVBYmUBLcj22qQhaMy5kJJBM+HMNDtzHnfesFxnFHotFsFcBxn\ndJZgKhKCaBdm9YJ7I0NMtUKARGGaBEEQy4SsATWS7pCMADOD+sTjnF4IKLYaBjTZGqD7ACsVYJgi\nAMhVAwAwWrMtUW9uoolE4hn0+uw59pQenx2vvXQjtg37yLZSBd3MGlDCOx+KsEJAdV0DWMtRl6mV\nmVXkc1YbD52YRSotN8QWwLBbNakza+nqcZA1gGhP5oygwMa1NXXYLJAVLei4k8ZkBEEQjYYKATXC\nJOqlJsvtiNMuwueyGhPkkhkBfDO7BjAlRnWKAAC4MK8QYASMUSGAWGXy+91ftrs/52eO4/DW67et\n5i61NQ6bBXargMUSGQFMEeArogiQimQEsJajLlMhUbQISKRk9PrsmA8nDUtRI2wBDHZ9s9u0f1ln\niQhds4g2Yy60CooAXUGTSElUCCAIglgGnTOLXWXSRlhgZ910Bk1y5JLWAIFZA1ZeCGA9u6ul+rBA\nbeDsdogFKepeKgQQTSKeF2j1qgNDTdqTzqHbay9qDZAVBVMLcThslpzrRbmMgFhC+/u4zYoAvXDg\nsFlyrACBjf76/AJFMFsDAE15ZrcKZA0g2g5WOOv1N1YRAACJNOUEEARBLAcqBNQIax9YrL1UOzNo\nSvYtpXZgYYFyidTtanngmfP4i399BC+cnDMeU1UVj744ie/9KgiliN8vlZHBcZW7NbAVtH1be8Dn\neXyZIiBMhQBilWFhb10eGz7wxj2GTYWonS6PDbGkhFTeJOCBZ8YwH07hkp25oYvlugawFmQOW7Zw\nwIoINlEwuhQM97mMJP9GYNc/k/VIB7RrGlkDiHbDsAY08FpnFAKocwBBEMSy6KxZ7CrC2gd2mgwt\nVxHQWGvAQ89PAAAefXESgHYT/+rPjuKbvziG3x4ax+R8vOA16bQMmyhU9E+PrPfi7a/ejt9/5daC\n51wOEQLPYSlGPbmJ1YWtOF++px+X7uqvsDVRDSzk9KePnM55/NEXJ2EVebzlulyrRdmwQD33hAWi\nAtmCqE3kjULAzmW2dlwu+YoAAPA6rYjEMxSIRrQVc0tJeJ1ixU4/K4EVAvIVVwRBEER5qBBQI9mw\nwM46hIO9JkVAg60BTt3HH0tmMBNK4O+//TQOHp02pLihPLlvOiMjFE1VNaDgOQ6vuWSDMXDPf87r\nsmIpSqtrxOoSSegtAx2NW01ea9xy9WYM9jjx66fP48Fnx4zHQ9EU+nyOHJk/kLUGpIsUAlhugEXI\nFhqZRcpmtaBb71LQyHwAIFsAsOcoAqyQFZUmO0TboCgq5peS6GlgUCCQLQQkUxJePh/C5//vC5ic\njzX0MwmCIDqBzprFriJpFhbYaRkBpj7mFcMCV2gNcNlYIUDCg8+MYWYxgd+7eBhve/V2AMBCJImF\ncBJnp8IAgP986BTC8Qwuq8NKqtdpRTiWptU1YlWJsjA6B+W01guXXcRf/cF+eF1W3PnAyzj08iwy\nkoJYUjLyQMyUUwRICisEFFcEvPqiIbzpmhHs39bTiF/FwAgLNCsC9BaCZGki2oVQNAVZUdHnb6wF\nill5njgyjc/e9TxeOj2Po2cXG/qZBEEQnQAVAmqEDSI7TRHQ5bEZK+5ipfaBK1YEaAPbeDKDmUXN\nBvDGq0fQqw8aQpEUPvPDQ/jEt5/Boy9O4oFnxzDY48Sbr92yos8FAJ/birSkIEnhQsQqwgoBpAio\nL71+Bz70ln0QLTy+ft9RLLJuAUUKARzHQbTwyEiF537WGpBVBNgs2YyAdV1O3HLVSI51oBEY1gBb\ntmBkrHrSNYtoE4ygwEYrAnTlzHMvzxqqnnSR85sgCILIpexoJhAIiIFA4HuBQOCRQCDwVCAQuMX0\n3B8GAoEnTD+/LxAIPBMIBJ4MBAKvb+ROtwKpDlUEcBxnqAJKWgPqlBHgsmcVAbNLSThtFrjsIrr0\nZO7FSArTi1rQ0Dd/cQwCz+F9b9hdl1wGLwUGEk2AFQLy5erEyhkZ9OIVO/qQSMkYnYoAQFFFAKCp\nnYpZA9g1rZgiYDXzYJgSwGEtDC3MD0UkiFZlNqQHBTawdSCQDQfu8tjw9t/TFIV0nhAEQVSm0rLG\nbQDmg8HgNQBeC+CLABAIBA4AeC8ATv95AMBfArgKwI0APh0IBArN2R1E2lAEdFYhAMh2DiildmCr\nYSu1BrA0/2RaxlwoYSgBunQf7kIklTOAeMNVm7F5wFv4RjXgoxaCRBOIkTWgobAi4rlprRBQTBEA\naPYA1vnFDLumCUUyAuwNDDvLp5g1gN1raKVz5ciKgoNHp43VY6IxzButAxtbCNg+7Md7b96Fj//x\nxdi63gegeAYIQRAEkUul0eiPAPyn/n8OgBQIBHoAfArAhwF8TX/uUgCPBYPBFIBUIBA4CWAfgKfL\nvXlXlxOWNl1RF/T9HljnQV+fp+GftxqfwXjrawLo8tnxit2DRjCgGUVfNeMEfkX7ZTXJXtOSguF+\n7ViqqgqHTUAkkTEGv6+6aBjvesPeovtTC+v7tf1W9fdbzeO71qBjmyWtS883b+guuVpdC3SMNYYH\ntULhhN5xZGjAW/TYOGwiUhm54Dm7btno7nIaz/n1tmfdfueqHed1vW7t377s/aWnS1Nq2RzWjvx7\nr+bv9M2fHcFPHzqJW1+zA7e9dteqfW6zWe3vTUQPttwx0ou+PndDP+tN/dq5f25SyxTiVzg+qZVO\nPDcJguhcyhYCgsFgFAACgYAHWkHg4wC+AeAjABKmTb0Alkw/RwD4Kn344mJhe7h2YSmiVbqj0SRm\nZ8u3slspfX0ezM5GGvoZZnx2AW+5dgsWFkqn7nIckExKK9qvaN5qvNchGu/nd9swu5iAaOHR57fj\nHa/ZUXZ/loughwSOTYaB/UOrenzXEqv93W11Jmaj4DggEU0iFa9P+0o6xlmY4eLE+RAAgFeUoseG\n54FUuvD6FQprt7VYNGU8J+sr8Jki2zeKwHovXn/lZoz0OY3PTKc0NcnsXKzj/t6r/R1+5JDWXeLE\nucWOO5alaMZ1YlxX5nCSvGqfHYtqY7OlcHLVf1+6FjcWKrIQRP2puLwaCAQ2APgtgO8BOAFgO4B/\nB3AXgN2BQOBfAYQBmM9QD4BQ3fe2hch2DeissMBqEXgesrIy6V2+taDPZAPwu22IJjKImlQB9SRr\nDajPZIwgKjE6HcHodBR7NncbthiivrB2oSyLoZTqQhRKZASwsECTNYBd422raAPzuqx487VbjEBV\n8+ezfBqidhb11rQsp4ZoDLOhJPxuq9GpYzUwzhOyBhAEQVSk7F0wEAj0A/g1gA8Gg8EH9Yf36M9t\nBnBXMBj8sJ4R8A+BQMAOwAZgF4DDDdvrJvPoi5N46tgMgM4LC6wWQeCMQXOtKHlhg33+bLIwG8Bn\nJKUhx9ine4mXopQRQKwODx0aBwBc/4rhJu9J58IKAYxSGQFWC4+MpEBVVXBcdtLPPOMWU1eAYn79\nZkAZAfUhlZGNUMhIPNPkvWk/JudjcNgs8LvLx0DJioLFSApbhuqT61MtLNsoTQUzgiCIilQqh98O\noAvAxwOBwMf1x14XDAbNtgAEg8GpQCDwBQCPQFMZ3BEMBpN139sW4TfPnAcAbB7wwG5bm4UAC8+t\nuGtA/usDG/3G/+05adn1X03wOikskFg94kkJTxyZRo/Xhn1bG9uDfi3jdVnBAVChhdq4ncW7M4j6\npDojKTmKI3ZNMisCLt65DklZxe7N3Y3a7aqgrgH1YXQ6K92m6//yyEgyPvndZ7BtyI+/euv+stsu\nhFNQVLXhHQPyMQpmVAggCIKoSKWMgA8B+FCJ584CuNz089eQDQ/sWBIpCWOzUewY9uFjt13U7N1p\nGgLPQVphIYC93uuy4iNv3W+kcwPF07LricMmQLTw1D6QWBUePzyJVEbG66/cRLaABmIReLCr0vZh\nn9HhJB8m90/nFwLkwvaB3V473nvL3qZ7f23GBIckzyvhicNTxv/JGrY8RqejSKRkTC9UzneaYx0D\nfI4KW9YXnuMgWniy0BAEQVTB2jS4r4DTk2GoKrB1uGIWYkcjCPyK2wey13/yTy7Dxv689G5rtkbV\niBwGjuPgc1lpRYhoOKqq4reHxiHwHK7Zt77Zu7NmeMPVIyWfY57lTJ6PmFkDhBYs1jDJc6dNcBIp\nCXf9JrgqSodoIoPHDk+h12fH5gEPlqJpqOrKCtpridMTWiJ/KJaqeNxCeg5Dt2f1O0nbRAEpKpgR\nBEFUhAoBy+TkmNYcYfuQv8KWnY1QR2tAsUG3OZirEYoAQPMPh2PpgqwCgqgXZ6fC+OR3n8XkfByX\n7FxX15aBRHE++OYL8KZrRrB7U1fJbVjuSCbPb5+1BrTerdHWoZLnO3/zMn5w/3H88MGXG/5ZJ8ZC\nyEgKrt43iC6PDbKiIpaUGv65ncJpvTVfOqMgWaFwk0hrx9VhW/1ARpvId9x5QhAE0Qhab7TT4pwc\n1woBW1c5AKfVcNgsiK9wAMUG3RahsBBgzl5oVCHA67JCVlQjYZwg6s39B0dxRh88U0jg6vCKHX24\n5aqRnBDAfEQxaw0wY4QFFrkmNZtO7Rowq0vIpxYSFbZcOWzy6nNZTYGxZA+oltMT2S7RoQrHjR3r\nZoRsWkWh484TgiCIRkCFgGWgKCpOTyyhv9sJj3Ntr+z53FakMjISqdqLAWwlvphnOicjoEGth1ii\neCjSsbmWRJOJ6UWm227YseaLh62EtaQ1oLRKqdlkrQGdJXlmx3ql7WirgU1ObVYhe/0ne1hVhONp\nzIay98pKHXeSuiKgWYUAytIgCIKoDBUClsHEXAyJlIxtNKCH36WtplQTtqeqalE/IcsI4Ius3OVk\nBDRQEQBke0oTRL1JpGVYBA6vOjBUdoWaWF1YMGm+fJhNRi0taA2wdqgigHVoWGk72mpIGavUFvjc\neucYUgRUxVld2eQ1CigVFAGp7LFebWwWzRrQCvkPi5EUfvf8eEvsC0EQRD6rf4VuY07otoBtQ2s7\nKBCAMYgKRVPo73aW3G4xksL//OoTuOGSjXj4hQnYRB7vv2Uvtqz3QlZUCDxXdILkaHD7QACGNHQx\nksJ6/+q2OCLWBvGkBKfNQkWAFqOUIqBY14BWgec4WC2d530WOKYIaPxEyVilFrOKAAqMrQ4WFHjh\ntl48/MJEFYoAvRDQhBbLVqsAFZr1x9aghYRq+eR3n8FiJIVurx0XbKHWsQRBtBatN9ppYVhQ4Lbh\ntR0UCAB+5q+sMIgan40inVHwwDPnEY5p0sLDZ+YBaO0DhRJe3NyuAQ1SBDjJGkA0lnhKgsNevJc9\n0TzM7QPNtHLXAKAzvc/cCgoBqqouK+zVbA0w7mEVJrSEBisEHNjeC2A51oBmhAW2TrAmUxyuxEZJ\nEATRKKgQsAxOjS/BabNgsKf0CvhawfBXVhgMROKaR9qcMByJaY/Jslqyz7fNnBHQMEUAKwSQNJRo\nDEwRQLQWIpsolOga0IphgUBnpqGzCaNUQzvaz//oBdz+1Serll2zIordSoqA5aCqKs5MhrHO78BQ\nnwtAFdaAZoYFWjrTRkMQBFFvqBBQJUuxNGZCCWwd8hX1tK81qvVXRuKFg6wl/TFZUUquvOWEBTaw\nfSBAGQFEY8hIMiRZgdNOhYBWw7AGZEopAlrz1mjtwP7ocX2ltJYuNIdPL2AmlMD5mWhV2ydNGQHM\n604ZAZWZXkwglpQwst5r3DcjFQooybQMjmtc2G852EJCswMDzQWqlXZZIgiCaAStOdppQU4Z+QAU\nFAhk/fUVFQFFWvOxAQTLCChGbteABocFhskaQNQfNvAjRUDrIZawBsiKCo4r3smkFbCJQscpAphk\nOpbMQKkxUO3Jo9NVbcfCAm2iAIvAw+0QSRFQBWd0W8CWQS8sAg+OA1JS+Ul2Mi3Bbm1OPgorPjRb\nEWAe/8SS1KaYIIjWgwoBVXJqgoICzfj1SXS4gjwwXxFgFXmE9ceUMhkB5oCfRoUF2kQBdqtAigCi\n7qQzMk7qxUNSBLQerLhYrH1gKwYFMqyigLSk1DxhbkUSerq8qi5/1ZSp854/MVfV9vkt7Xxua8Vi\nNpHNB9iy3guO42C1CAXnTj7JtNwUWwDQOhkB80vZRYY4ZQQQBNGCtO6Ip8VgXvduH6XLA9qA1GGz\nVOzBzI4bADhsAnp9DqPlYDlFgHkVoVHWAECzB4RIGkqsgGL+5J89fhZf+ulhAKQIaEVEkSkC8jIC\n5NJ2pVagVSY49UJV1ZwQtS/8+EXEa1g5nQ0ljNDA0elISbl/Mi3DauENxYffZUUiJXXM8WwUpyeX\nIPAcNva7AWiKmpYuBFhZRkBzrQFz5kIAWQMIgmhBqBBQJWyg0OxWNK2E322tmBxslsZ5XTZ4nSJi\nSQmSrOiD7spfQbGBHkOfy4pwNLWs5GmCYLxwcg7v/aff4uXzoZzH2QoaQIqAVkQUSrQPVFpbEcDU\nUas5wXny6BT++c7njNX0epKRlJxuASfHlnDw2ExVr5WVrDJCVlQshJMYm43iE99+Bt/9VbDoa1IZ\nOSeI1uuqrvvNWmc2lMS6LgdEXUkjVtHGklkDmoHRFaTJBZ65pYTxfyoEEATRirTuiKfFYKEzjfKr\ntyM+lxXRRKZs2rNZEeBzWQ1ffiSe0RQBVaRzN1IR4HXboKjFQw0JohLf/7U24Xjg2bGcxyfmP8Yg\nzQAAIABJREFUY8b/SRHQerBOJIXWgNZWBLBr4Wp5n0+OLeGr9x7F8dGQYXWpB2wCX6yl2mwoUfBY\nMSQpt3g7E0rg7gdPQFHVkuGB+avUfiP0lq7/pVBVVet+Yje39C2vCJBkBZKsNt0a0PSMANP4pxal\nC0EQRKOhQkCVsBtKo1rZtSO+KvowR00TbJ/LCq+TZQukIZWxBpixNVARwLIOfvLw6Y7y3RKNZSGc\nxCe+/TTmw5oEuc9kGYolMznnhIMUAS0HW9nMDwvUMgJatxDg0ItKiVVYXXzkxQl86vvPGj9PzMbK\nbF0947NR/PfPP4yfP37W8E1fsLUXuzZ16c9X9zmZvAL0g8+O4cjZRQCaN7vYanAyLcMmZs9H4x5W\nIetmLZPKyFBUFU6baDwmVsgIaGbrQCBbMGu2IsDclSRGigCCIFoQmtVWSVqSIfBcS8tGV5tKfZgl\nWcm5+fncVngMRUAaslxdIcDSwELA7108jKE+Fx55cdLoDEEQlTh4dBpnpyLGz+Ya0uRcPGdb8wCa\naA2y7QPzMgIUBUILX+M9Du27FF2F1cWZRW1l/uKd6wAAY3P1KQQ88OwYUmkZP3n4NH7zjKak2Trs\nw1+//QD8bivG56JIpWX86Lcn8envP1vSksAmot1ebTJ/6MQcOA7YscEPFVrLOzOqqiKVpwhg9zAK\nDCyN0f3EVNAULXxBEc1MMsVCGZtTBM0qApqbEZCRs9cXCgskCKIVad0RT4uRzigNlai3I35DEVB8\nNSWm5wPs3OjHxn439m/tzSkeKIpaNiOgV19ldTRwMLGuy4lbXxMAAIxOV9eLmiCQV7+Kp7ITM7Mt\nANBCMonWwmgvVkQR0MrWABcrBMQbXwhg3v3XXDwMgecwUYdCQCIl4ckj0/C5rXDZLXjo0DiA7O81\n1OvCQjiF//X1g/jlwVGcGFvCeInPZYqA9b0u47HrDgzhFdt7AQBTC3E8eXQKUwtaYS6jd1soag2g\njICSsAms2eJktfCQ5NLdKwxFQJOufSxLo9mKAFYssVsFygggCKIlIc1qlaQyMtkC8vDpg6hSnQPY\nisxQrxt/dMMOAMChE7MAgHA8DUUtP+j+xHsvRTSeyQl3agQj67WWkOdnIhW2JAiNfDuMeZA3Op37\nPaJckdbDadcmnrFE7oS61cMCPU69EJBYhUKArE3yrBYBA91OjM/FoKrqivrCP3l0GqmMjJuu2IRd\nG7vwmbsOISMpxiRzqM+NI2cXEYqmsHGdG6MzUYRLrNYzRUCvzwG7VQDHcXjT1SM4M6kFdf7m6fM4\nOb4El92iqQ08WuE6NyyQZQSQNaAURRUBpowNtvoeTWTw3fuPo9fvwI5hP4DmWwOanRHArAE+tw2z\ni4kVnz+rSSojwyJwVQU6EwTRvlAhoErSGRk2GtDn4M8bRJ2ZDMPrtKJHX8l/7KVJAMD+bT3Ga9jA\nazGivaZcWKDdalkVaeHwOjcsAkeKAKJqwnr2xZuuGcE9j5zJCT07dm4RNlHAx//4YpwYC2HTgKdZ\nu0mUQLTwcDvEgtahrd4+0FAErEIhgHVSEXgOQ30ujM/FMB9OotfnqOn9VFXFQ4fGIfAcrtk3CL/b\nhg/csgc/eOBlBPR8gFdfNAxJVnDdhUMYnYng6z8/hqUSQa6SXggQBR4ffPMFsFkFeJxWDHQ7AcAI\nN4wnJXz2rufx7pt2AgDsolkRQF0DKlFcEaAdQ3Mh4O4HT+CZoFboZ11UGqnmK0e2zWZzrQFMEeB3\nWTG9EEcyLRs5H61MMi3hb77yBK7cO4Bbr9/e7N0hCKKBUKmvSjRrAB0uM159EBWKppFKy/jHHzyH\n7+kp6omUhIPHptHrs2P3SLfxGp8zrxDQAtVmi8BjqNeNsdkYZKW5AweiPQjrE4fXXbYRVgtvDJYX\nwklMzscR2OjH+l4XXnnhUDN3kyiD320tKARoYYHNvyaVwrOKhQBZl30LAmfI76sN8ivG1EIc52ei\n2Le1x5iAH9jRh8/++VUIbNLuEX1+B267IYDhdW6jaBwuMUln1gDRwmP35m5s1ZVdfX4HLt2l5Rrs\n3dKNP37dTkQTGfz7PUcA5PrW7VYBVgtPXQPKkCiiCDAyNvSJ7pGzC3js8JQxAWddG1xNCkq1Gm02\nm6wIkLTPZ+rJYl0yWpGJuTgi8QzOTJJKkiA6ndYd8bQIkXgaj700qVsDSBFgJtt6KYWphTgykoKp\nec2P+eTRaaQzCq7dvx68SQrHwgJDRiGgNVbfNg24IckKTo2HK29MrHnCsTQcNgtEiwCH3WLIZ4+d\n01LLd2/uLvdyogXwu21IpGSkdD+zoqpQ1NbuGuB2FLc0NAJZn2jzPIehXjcArCgnIJbQzpGBHmdV\n2/tcWrGgZCFAn4Tm/704jsP7b9mDO955Ed5/yx5cu3893nljwGhza7YGcBwHn9uKEHUNKImhCLBn\nQ09ZgG9akpHKyPju/cfBcxz++u0HwHHZv02fvzb1yEoxFAFSswsBmsKIKXnaJTBwUs+5IcsMQXQ+\nVAiowL/83xfwjfuOQVZU4+ZCaDhtFlgEHkuxNCYXtBvHQiQJRVXxu0Pj4DkOV+8bzHmNTRRgswpY\naLFCwKW7+gFoLbMIohJLsbSxYum0WYwB3pGzCwCA3Zu7mrZvRHWwVWk2CWSe+Fa5JhWDTSgiq2wN\nGO7TFAFjK1AEsElZtZkZlRQBkkkRkA/Hcdi63geXPnm97sAQ/ug1O8ABWNeVOzn1uW2IxDLG70vk\nEtc7VOSHBQKaB/7ex85gNpTEDZdswJb1XnTrWQwA0NfVnEKAkRGQbn5YoFXkDVtps60KpZBkJUcN\nyQI2S+U/EQTROVAhoALnTC3CrA1sY9eOcBwHv9uKpVjaUAJIsooXTs5hdCaKC7f3GoNtM16naEgx\ny2UErCY7N3Wh12fH08dnmj54IFobWVEQjWeMDhhOm6YIUFUVR88uwuuyYsiUZE60Jn5PrjqJTSxb\nuX2gTdSk7NVYA1RV1dtc1qZyko1CAI8+vwOihV+RIoD5pau9j3ocIjiusiJArLKw8OqLhvF/PnQN\nrskrTvtcViiquirFlXYkqwgozAg4NbGEXx08j16fHW+8egQA0OPVMoJ4jjP+v9rYWiQsMC0pEAXe\nsCpkmqxQKMWffe53+F9ff8r4mY3nUmm5ZPtOgiA6g9Yd8bQgZA0oxOe2IhxL5wwQf/LwaQDAdReu\nL/oarz7wAlpn9Y3nOOwZ6UY6o2AunKzb+86GEvjMDw8VJMkT7Us0noGK7Iqlw26BrKg4MxlBOJbG\n7s1dbZMMvZZh0nMWFCcrrXVNKoXbKVZsH6ioKu584AT+494j+NFvT9X0Oex48DwHnucw2OPExHys\n5pXz7MS9umEHz3PwOEQslfhdjfdbRjHZ7RALzk2/q3wb3LWO0TXApAhgf8Pv3B+Eoqp452sDhuWi\nRw+T7PHZmpa3wfMcLAJvFJ+ahSTJEC2CqYtB6ykCMpIMWVExrasAgKwiACjskEMQRGdBhYBlQGGB\nhfhdNsiKihN6QjOgBUr1eHNDAs149cBAoDXCAhlsv0qtQNXC8yfncOzcIr5z//GSPZeJ9oJNHFnw\nJRsgP3N8BgCwh/IB2gLDGhBh1gDmOW+da1Ix3HYR0WTpQoAkK/jqvUfw4LNjAFDzip6SVxgZ6nUh\nIymYXUrU9H6sp/tyCupel7WiNcCyQqWel2XdkAy6KEwR4LAXFgIA4IItPdg7ku0MxLoGrWtSPgDD\nJvItoQiwirxxvNJN3p9izC3lLnwoiorpxWwhID9QlSCIzqK1RzwtBmUEFGIMovKqxlddMJATEpjz\nGpepENAi1gAgu1+REu2qamFmQRs0n5mM4ODR6bq9L9E82MSEffdZiNYzQa0QsGsT5QO0A4Y1IJqr\nCGjlsEBAywlIpWVjRTyfb/7iGJ46NoNtwz5YRR4ZqbYCZL5CYqhPCwystXPAchUBgHZNTqQk3PXg\nCdzxtSeNyX/O+62wcMPa4NKEpzjFFAFme0d/Xg5ALysEdFUXCtkorKLQ9Il3WlIgWnhj7FjqnG0m\n+YWAuaUEJFkFuwpSgYwgOhsqBJQhv9ULWQMK8Zsm9YOmNOjL9wyUfI0nRxHQOoPuSuFUtcAq6xaB\nw38+dKrpKxTEyjEUAa5cRcDcUhKDPU50N8kXSywPJglnE0AjI6CFVErF8DjLtxB86dQ8erw2fPTW\nC2EThZpbopqtAQCyLQRrzAlYbkYAkD3Hfv30eUzOay3NGJkyYYHLgbV2q+d1v5OIpyRYRT5HKSOa\nxkJup5iz/cigFxwHbBv2rdo+FsMmCk2X4kt6IYB951MtmBEwF8oqfDKSgkk9H2BjvwdAtlBKEERn\n0tojniaTXwmlsMBCfKYwQLM8cKC79GqAz1Q84FupEKAPaMIV/LfLYWYxAa9TxA2XbMRiJIVfPTVa\nt/cmmoOhCGDWAJNkdvcmsgW0C2wCmC0EtIcigClQ4kXsAYqiIp6U0ONzwCYKsAh8zauQrIDAirXD\nrBAwG63p/VhQWrXhfkDhfcQctiZJ9bFy+IyCEE14ihFPZnLUAEDuWMjjyC0EbFjnxr996Bpcvrt/\nVfavFFaRb6oiQFYUyIoKq0UwvvOt1jXgK//vML7365eNn5NpycgHCGz0A6DsDILodGhmWwbmHWWQ\nNaAQvzs7qd865MWH/2A/Pv2nl5d9jce0gmBpodU3T50zAiRZwdxSEuu6nbj5ik3wOkX84slzdGNt\nc1iBkClIzF7Y/dt6ir6GaD0sAg+PUyywBrS6IsClF55iyULvfzwlQTVtIwp8jpx+OeRnBHT77LCJ\nQs2dA9gkaDkF9eF17qLvAdRmNSiGnzICyhKOZXJyfYDcY+7KKwQAWrGq2YGpmiJAhtqkbB72XdWs\nAa3XNSAjKXjq2EzOY8m0bCgCdutZN/nKWIIgOgtL5U3WLvmeQbIGFMJWUwBgsMeFDXkDt+KvWRsZ\nAXNLSSiqiv4uBxw2C264dCP+86FTOD4awmVNXi0haiccz7UGXBTow9+/51JIsoLNA55m7hqxTPxu\nG2Z1aWy2fWDrXJOKwRQo8SKFgJiuEmCTM4uFN8LelousqOA5zpjQ8RyH9b0ujE5HIMnKslfijYn7\nMkJ3N/Tl3k/M0up6WQM8Tis4jlY+i5FKy0hl5JxcHyD3mOcrAloFqyhAVbXzejkqlErMhBLwuawV\nF4YyJisMO17NtiqYGSui7EmmZUwtxMEB2LXJjz99w26MrPeu/s4RBLFqtPbSRxNZCCfx0PMTOY9R\n14BC2GoKh8LQoFK0akaA026BwHPGRG+lzOj5ACw0aVCXuS5E6teekFh9DGuASxsAcxyHDevcuje2\ndb7PRGV8biuSeq9s2bAGtPZ13qVbA2JFrAGxhDbpd+vbWHiuZkWArKgF1q1enx2yopbMJyhHWp/E\nW5cxKevx2eGwZbcvpghY6d+L5zl4nVZSBBSB3Qs9eYoA89/Qnfdcq2BrQMu+xUgKH/vKE/j83c9X\n3NasWGGLSM2wKixGUnjiyFRBoevsZLhg22RawtR8DL1+O0SLgMv3DKC/yaGPBEE0ltYe8TSJxUgK\n/3znIbx8PoStQ9lqKFkDCmGrKT0+e9WKiZyuAS1UCOA5Dm6nWDdrwLTeMYAVSFiI3EKYVp7amaVY\nGg6bpa6rTERzYC0El6JpY7V5pSvMjYb5tcsrArRtLJbarQGyohZcn+1WNrla/oSmlrBAjuMwbFIF\nmCdS9VIEAJq6h/qlFxLOC0ZlmI+5u0UVAUyOX8/JNyvivzy2VGHLbOFLtAjG2KgZXQN+8rtT+NrP\njuJ/fPnxnGvGmckIAOB/v+tivOmaEQDa2CQcz2Cg27Xq+0kQRHNo7RFPEwjH0/jsXYcwE0rg9Vdu\nxu23XWQ8V6od3lqG5zm8+doteOPVI1W/hq28A4DQYqtvXqe1bmGBrGMAq6h3e7VJx0KYFAHtTDiW\nLhgYE+0JKwSEoinDEuRxtubEhpHNCCimCNAeY4GCFoGHJKs1+aSVIoUAY5U1vfzJVa2e/qsuGDT+\nnzZNpKQ6tQ8EtNDbVEYmP3Qe4bw8FEZuIaA1HaZWsfaiVSnM349KBTazNYAVv5qhCBjTMz1kRcW5\n6Yjx+NmpMKwijw3r3EZx8eyUphIwd4AiCKKzaa1ZWBORZAUPHRrH5+56HpPzcdxwyQb8t2tGcqS+\nmRpXVjqdm6/YnDNYqwTPccZgu9WKK16X1fBFrpSZRU0RsE5XBLgdIkQLT4qANkZWFETjmYKBMdGe\n+I3OAWmjNV2+DLrVyHYNKKYI0B7LhgVq11fWEWE5FLMG2FagCDAmRstU1l27fz3efdNOAI1VBADA\n+ZnaOiJ0KkvxXBsUw6zqaFVllE2sf1I/s94AwPhs+dDMtCkTwyhKrLIiQFVVTOtdAADgvF4ISGVk\njM/FsLHfA4HnYbdq1wumEijX9YkgiM6CCgE6j7w4ie/+KojzM1G88sL1uPX6bQV+31ollkQhbCLV\nasFcxsQgsvLJ+vRiHF6XFQ692s5xHLq9dsoIaGMi8QxUFK6QEe1JriJALwS0qNSZUa5rAFMEsLBA\npriq5d5VzBqwEkVAegXWC1uR1d16tQ8EAL9HO5//8QfP5Uyc1jolFQFtYJNkmU71VASYszEeeXEC\nv3pqFHf+5mV8/edHMaOHjjIyJsUKK5xkVlkREI6lkUzLGNJbf47qha7z01GoKjAyoFlfmeWHFAEE\nsfZoTU1XE3j0RS0Y8C/efAEu3N6bUwT4yK378csnR3HJznXN2r2Og7UjsrRQRgAA9Pq01fvZpQT6\na6yKx5MSRAuPuaUktg35cp7r9tgwvRBHOiNTF4o2xPDMtviqMVEd5kIAm9y2ujUgqwgotAZE9cdY\nWKC4kkKArBQUapkiIFmLNSBT+wq+tcjqbr3aBwLANfvW4+ePnwMATMzHar72dxpGIaAgLLD115Bs\nDQjoM9tx/uu58Zzn+vwO7NmeHSOyVoFWUTCKEulVVgRM6UWtC7b2YHYpYShezuhBgZsHtS43dlvu\n+UWKAIJYO1AhANrF8sxkBPu29uDAjr6C5/eO9GDvCPUHrydZRUBrDSh6fVqg31yotlX7sZkoPvGd\np/HK/UNQ1awtgMFyAr7008P47/9tLxUD2gxjYOymQkAnYPSQj6aNQbqnxdUedpsAjgNiRfzsTLrM\nVAMWCysE1JARoKoF1q1iK/PVkpa0loO12MFsRTzW9bQG9PkdeO/Nu/CN+47VLSy2EygVFtjqnTWA\nbGeDeioC2Pl17f5BrO91o8drg6oCX77nMBbzlH5pU+FL4HkIPGd8fx99cRKnJpbwzhsDDe00M63b\nEwd7nNjQ58bZqQhSGdlY+Wftbpk1AAAcNoEUbwSxhqBCALTBzbZhH15/xeZm78qaga0wtFLXAEAb\nEAKaIqAWHn5xApKs4sHnxgAUVtbX6e//0ul5HDoxh8t2969gb4nVZqnEwJhoT9iANxRNQVZUcMiu\nprcqPMfBabNU6BrAwgK162st+TayokLMa5lbbdeASDwNqyjkdNrJSHLNK8lZj3WhNaBe9xB2TlMb\nwSzhWFo7J/JUMm6HiNtu2IGN/Z7m7FgVNGIVnlkDXn/FZvTq93IWILgYyf3esHOOfeetIo+0pEBR\nVfz44VNYiqZx8xWbDBUiYyqTxg8W5/F4PIKoIsPNC7jS6cFtXb3oF5d3bZqa1xQBg90u7NrcjVMT\nYTxzfAZnpyJw2ARD+cLOawAY6HZRG1yCWENQIQBAl8eW0x2AaDyGIqDFCgFMETC/tHxFgKwoeOro\ndM5juzd35/x8/UXDmA+n8PALEzh2bpEKAW1GKaks0Z5YBB5ep4jFqDbhcTnEgoC8VsRlF4t3DUhm\nwHOcMbA3rAE1TIZkWYVgz524V5PEHo6l8eF/exQHtvfiL35/n/F4WlIKCgvVUtQaICsQLXzdJi3s\nnkSKgCxLsTTcThECX/h3u/4Vw03Yo+phioBGWANcphwRh80Ch00oUARkuwYIxr/pjIxT40tGq8qJ\nuZhRCEgoCm6fHMXdoXnkl/geiUXwudkJ3OrvwacGN8JR5O9RDGYN6O924Fr3IO57/Czuf2oUU/Nx\nBDb6DXWOuRCwZdBb9L0IguhMWl/fRXQke0e6sWPYhy15Hvpm43fbIPAcZmuwBhw5s1jQenDTQO6K\nicsu4h037oDDJuD46OKK9rUepDIylqLUxaBaDEUAWQM6Br/bhiW9fWCr5wMwnPYSioCEBKfdYkyO\nVxIWqCiF1gB7FWGB9z52BgBw6MQcFCVrSchIygoUAUWsAbrVoF74qBCQg6qqWIyk0O2xN3tXaqIR\nioBYMgOB53ImzgDQ5bFjMS9gmH1XxTxFwLPBWWObcb21X0JR8NZzJ/ADUxHALwjYZXPAL2ifJQH4\nQWget547gYRS3e80vRiHy26B2yGi1+/A7pFujM/GoALYbJrwm60BW4epEEAQa4myioBAICAC+CaA\nzQBsAD4JYBTAvwGQAaQAvDMYDE4HAoH3AXg/tOvVJ4PB4M8buN9EmzO8zo2PtaAKg+c59PjsmKvB\nGvDkkSkAwDX7BvHIi5MYGfQW9cMKPI/Ahi48f3IO80tJ9PiaN9D6zA8P4fREGF/6q2uN7gZEacJx\nUgR0Gj63zUjTHupzN3lvqsNptyAjKchIck77tkg8nePvzYYF1tY+sFRYYDlFwGMvTRn/H5uNGvLx\ndEaG02Zb9n4AptVd06QukZIKJmQrwe0UwYEKAYxYUkJaUtDlqe1v1mzYeZGpqzVAgstUaGN0eWyY\nmIshacrtyA+ztFoExJMpPBucAc9xUFQVE3oLwtsnR3Ewrl2DtlptuKN/CDd6/BA5DhlVxf2RED41\nPY5T6RSejEdx++QoPj+0uey+yoqCmcUENg14jP29cs8AjpxZAJDNBwByFQH5AccEQXQ2lcrptwGY\nDwaD1wB4LYAvAvg/AP4iGAxeB+AnAP4mEAgMAPhLAFcBuBHApwOBQHvePYg1T5/Pjkg8s6wWWYmU\nhOdensW6Lgfe+doA3nb9NvzlW/aV3H7npi4AaLoq4PSEFhq0EKaWhtXAJJ35fbWJ9sVvUnd420QR\nwCb7C+HsKqQkK4glpZz8CouFM55bLrW0D8xISk6R4JR+fWHP1RrsZ8tTBKQyMubDKfTnhbGuBIHn\n4XaKWIoXWi7WIuyewAJu2w1rkYDJ5XD07IJxf2TEEpkcWwCjS+8+Mq8fM0VR8fzJOQDZc9Uq8ogl\nJcyHU7h4Zx8sAoeJ+RimMmncHZoHoBUBfjGyE6/3dkHUJ+8ix+EN3i78YmQntlq1z7k7NI/pTPnv\n6dxSErKi5uQUXbi91/j/iEkRYFbW9HjbUwFCEERtVLor/wjAx/X/c9BW+98WDAaf1x+zAEgCuBTA\nY8FgMBUMBpcAnARQehZEEC1Mj+7ZW44q4LmXZ5GWFFyxZwACz+OGSzeWDZTbxQoB55pXCDBPDhbJ\nHlAV4XgaTpslZxWWaG9YC0EA8LSJ0oP5eE+OLxmPRfQJrFkRwAb4tYQFKopakJdQqWtAIq2tiLI+\n5CfOhwBoMvP0iqwBuZ9rhKD1uGp6v1J4XVZSBOgwqXvbKgJWaA3493sO40s/fQmqqqlpFFVFLFmi\nEKAfo3l9zPDLg+dwYmwJFwX6jJV3q+mecdmufgx0OzExF8f3F+cMO8Ad/UPw8nxRFUOXxYLb+4cA\naAPx7y/Old3/aSMfIFsIcNgseMOVm7Fva4+Rh8R4xw078Gdv2ktBgQSxxuDYRa4cgUDAA+BeAF8L\nBoN36o9dCeAbAK6FpgK4IBgM/o3+3HcBfDcYDD5Q7n03P/HE8vWKBNFg4kkJ0UQGfre16vZ+oWgK\n6YyCHp+96gDEuVAC4LiCG/JqIcuqsYLhdVnrKrPtNFIZGaKFx8JSEhzP0apJB5FIScYk2uMU28Ii\nI8kKFsIpOGyCUbxgjzl1TzBQ27WMMbOYgNXCw2+aCKoqMBtKwCYKRXMyZEXF/FISdpuATEaBrKjo\n9dnB85z2fiKfU3hZ7v6IFh5dHhuSaRnhWLrufy92Hc9v+7oWYedFu94bJFnFQjgJh82y7OwPFcCs\n3nqv22uHReDKfvfNx8oicFgIpzSbodcONq9m3y2OA3r9DkRiaSTTMhSXgJSqggcwbLViMZKCJKtw\nOUSjDaixX6qKsXQaCgA7x6HfWrpwGU9JiMYz8LmtOd072pmzV1xBVQqCqDMV76CBQGADgJ8C+LKp\nCHArgDsA3BwMBmcDgUAYgDkVzQMgVOm9zUFCRGl4nqNj1UDyjy+7cWfk6sKoFEVFOqPAInDgUP33\n2mLhkc4oyEhKU7onpPNacSl16MedTyd8d2VFNSwBgCbVbKXfqROOcTMxn3miwBc9lq12jDmOA8dp\nKfqKoiKayCBpkuuzfWWFfllRl7X/bH1ARe71jD2elmQkkpKRGcCQdeUBpwJOmwWRRAaRRCZnQlPr\n8eU47fdRFNXogsDV+Vxk34VmXZMbyXK/w0wxtpx7WivBvvvsO7McZNP2ybQEp81irNJzXOHxYN+V\naDxtDCDcDhGqqiJ/rc1q4aGa1DayvoEADhlJMfI8UmkJjiIFGAEcFKhQUP7vYpwjFbYjCGJtUyks\nsB/ArwF8MBgMPqg/dhu0UMDrgsHggr7pUwD+IRAI2KGFCu4CcLjShz+744IV7Praoa/Pg9nZSLN3\no2PJP76nJpbwDz97FjdcsgFve/X2iq//+eNn8ZOHT+OdNwZw3Y6hqj/33sfO4J5HzuCv3roFF2zp\nqWnfV8K9j57BPY9qCd/X7h/Eu163q+6f0Qnf3XNTEfz9PU8bP1+8cx3+/E17m7hHuXTCMW4mJ8eW\n8KmfPQsA+ObHLim6TSse48/ddQhHzi7iX//yanz4C48aj7/rdTtx7Y71AIDfPjeG7z34Mt5/yx5c\ntqP6VqXpjIwPfO532LulGx95a+59+n3//FtjovQf/+OVOTaZ4+cW8c//7xBuuWozbrljuln8AAAg\nAElEQVRqBH/7racwMRfBR2+9EJ998HlcumsdPvDGwnOnmuP7V//2KOw2Cz79pxfjy/ccxjPHF/HZ\nP78S3XVU59z9Xyfwq6fO44537MDWDgtNW+53+Os/P4rHD0/hHz9wBdb5208hsRhJ4aNfegyX7e7H\n+2/Zs6zXjk5H8Hf6NX/rei/ueOcB3PfEWfz4d6fxgTfuwaVFzqXv/zqI/3puHAC0scMluWOHr/7s\nCJ48Mo0/e9NeXLJjHZ4NzuJL972E06/rxVFLBm6Bx/8X8uGeh04DADb1e/C378499zKqij3BFxCS\nZVzmdOPHm3eU/B0+88NDOHYugn//yCsLCnYEQRCMSoqA2wF0Afh4IBD4OAABwF4A5wD8JBAIAMDv\ngsHg3wYCgS8AeARa7sAdwWCQ0seItqTXyAio/BVWVRWPvjgJq4XHpbuqH2gDQB/7nNDyOxSslCeP\nTOHnT5wzfl6IUEZAKfL90L428ZET1bFlyIvXX7kJl+xc3vnbbLYP+3Hk7CJOnF/KebxYRsBywwLZ\nRN9SpF+5VRSQ0NPRY0kJfnd2ksEed9gs4HkOv3/tVnzhxy/i7v86qb12BdkaVpFHOiNjbimBo2cW\n4LJb6u5fZ0WFhUgKW+v6zu2HkRHQpq1SxRWEBUYS2SC+0xNhhONpnBjTzrMdG/xFX3Pr9duwe2sv\nVEnGge19Bc9fEliHdEbBvq1a0X+oT8u3WB9RcbQLWJRl3Ds3Dw6aEkcu0iLw/kgIIVn7fa50egqe\nNzO1EEe310ZFAIIgylK2EBAMBj8E4EPVvFEwGPwagK/VY6cIopl4nSKsIl9VWGAomsZMKIED23vh\ntC/Pq9rr1wads1UUHOrNC6fmIckK3n3TTtz14MmCHshEFjaQ3D7sQ6/PgWv2DzZ5j4h6wnMc3nxt\n+037tg9rK9bPvTyb87ivDmGBrBCQHxYI5HYM0AoB2ck4Cwtkvv3923qwdciLU+Na+vpKEuitooBo\nIol/v+cw4ikJf/zaQN2DzVj2x3wTrsmtxvxSEl6n2LbBqCyYspb2gVE9M6TXZ8fcUhIvnZrHybEl\nrPM7SmZciBYBN16+uaTq4sCOPhzYkS0Q9On3fzy9AP41Xigc8GCfjD8c9iC6kMyxJwDAoiThU9Oa\n4sAC4LauXpQilZaxGEkZocQEQRClqL8pmCDaHI7j0OtzYC5UeTCY0X32Lvvy2471NlERwFbuLg6s\nQ7fHhtlQAnc+8DK+fM9h3PfE2VXfn1YmldEGkhcH1uF9b9ht9EUniGayZb0PPMfh0IncQoDXaW4f\nqCsCljkZKlcIUEym53gyt4VZIqVdD1khgOM4vOWVWpGlz2/Hay/buKz9MGO1CEikZJyZjODKvQO4\ndv/6mt+rFKwQsNbbqSqKFiTb24aWAIahCKilEKArAq7cOwAAuP+pUcRTklF8qwcCz2NTvwf2lIqh\nUS2DJuYWcO8+C8b6BWT08yyjqvjZ0iJuOnMcp9Jawf5Wfw/6xdJjjulFrWOAuXUgQRBEMVo/Hpkg\nmkCvz46JuRhmQnpydolVALbaUEt/bJ/bCovAN0URkEzL4ADYrAIGup0Yn4vhgWfGAADPHJ/BlXsH\ny8puJVnBN+47hmv3r+/4VQcWqmgVqW5KtA42q4CN/W6cncpdgfS6shMEi6BN5FkAWbUohjWg/Ip7\nLCnl/GxYA0xy5MDGLvyvd16M/m4H7Nbahxw2/fwb6nPhHTfUXw0AZBUL82u8EBCKpoyOD+0Kx3Gw\nWvjarAFxbWIe2OBHj9eO8dkYAGB7CVtArbz7pp34zA8PYe/hBORuERMeDtOCgum9NhzMqDh48ggm\npYxhBwCAy51ufGqwfEFtWu940E+FAIIgKkAjW4IoAhsAfewrT+AjX3ys5HZMcltLIYDXWwc2QxGQ\nTGmJ3zzH4R2vDeDDf7APf/uuS/D7r9wCAHgmOFP29ednojh4dBqPvDixGrvbVNhAcrnt1wii0Wwf\nLpyYmKXcYs0ZAdr2xRQBZgoVAbnWAMaW9d6aVFNm+rudcNkt+PM37W2Y79ntEGG18Gu+EMDycZhq\nrV0RLXxt1oAEaydqxf5t2SDfeioCAGBjvwe3XDUCQQH2PxzGyHjGWJ1LixyOpZJGEcAC4I/8Pbh7\n03Y4eB6qquLEWKholsDYTBQAMNDd3n8/giAaDxUCCKII+QMgJb8HkM5KFAGAlhMQS0qI562sNZpE\nWjIG616nFfu29mLTgAdXXzAIjgOePl6+EMAGSmvBS5vWrQErCTojiEZgnpi8/dXb8bE/ekXO8ysN\nCyzWQs/cUz6WyFME6PkBdlv9xYbvuDGAf/6zKzHY46r7ezM4jkO3146F8NrOTJnVi9PtrAgAtOKt\nuU1utbD7m9spYt9WzYvvdYoNkdqv79W+z4ICvCvuxqEd+3DRORn9CzIOOJy4xuXB3/Stx6Ed+/D5\noc1w6AGewdEQPv3953DnAydy3i8jKXj4xQnYrAK2dVjnC4Ig6g8VAgiiCEaQj445IMtMeoWFgD4/\n61CwuqqARErOGdAzfG4bNvS5MToVMfowF4MNlKrprNDusIGkjawBRIthLgRcuL23ING81rBApUwh\n4JN/cpmhHIqVUAQ4G1AI4DmuQGnQCHq8NkQTmZLX/LUAK/D2+tu7ECBa+JoyAiJ6WKDbIWLXJj96\nvDZcFFjXEDvKYE+2uLB3Szf6RREXT6h41XMp/GrLLvx48w58dN1gQSYAywF46LlxnBzLdg558ugU\nlqJpvOrCIThXqMIhCKLzoZEtQRQhXxHABrj5rFQRwFoIzlYRTFhPkmm5pF+3x2dHWlIK/L9mWCEg\nFE0te7Wx3UiRNYBoUXxuG9Z1OcABRXNMLBZt4iIXyQgYnY6U9E+z7YtZA7q9duwd0eTS+Uomdp0s\nVmRsF7ItBDu/yFmK2SWmCGhvabnVIhiKruUQTWTgsAmwCDxEi4B/+sCVuO2GHQ3YQ6DLYzPOlwu2\naOeVwHNFJf9mlmJajoEK4Dv3Hzfuw8+fmAMAXHeg/mGaBEF0HlQIIIgi5K+ElCoEsDRu5sVd9ufo\n0svVVARkJAWSrMBhKz5Y7/ZUTs6O6YUAVUXHtx40rAGkCCBakNteswPveG2gaDGylCJgdDqCv/vW\n0/jNM+eLvmfWGlD8O+/SW6XmFwuTKQkc2rsQ4HNrXRfC+kRrLcI65rAuCu2KVeSRSEn43fPjJe19\nxYjE03A7sqvpPM81RA0AaHaUV164HlfvGzSKeTzPFbQPzIcVAnYM+zA+F8MvD45CVhQcHw2hz2/H\nui4KCiQIojI0siWIIrjsYo4MlbXFyocpAmpdLTasAauoCEiyXt8lFAHVJGczRQDQ+fYAIyyQMgKI\nFmTvlh5cd+FQ0eeMsMA8efQJXUrM0sXzYZOmYtYAAIbk2BwWqKoq4ikZdpulYZOm1cCjt19k8vC1\nyNRiHD1ee81Kt1bBqu//d+4P4gV9pbwSiqIiHMvA5yrdNafe3Hr9drznpl3GzwLPFVXxmAlHtULA\nu2/aBZ/Lip89dhYHj04jkZKwe3N3Q/eXIIjOob2v8gTRQMw5AYl0CWuAvEJFgP4Zs6uoCEiyQK8S\nq3ZdeiGgXGCWuRDQ6YGBKV0RYCNrANFmCEb7wNxCwLlpreVgtMRkt5w1AADsNgEcB8RMSql//dGL\nGJuNllRPtQtevRAQjq9NRUA8KWEpms7xrrcr5g4aZ6bCVb0mkshAUVVDGdIMBJ4zcjpKsRRLQ+A5\n9HU58Eev2QFJVvCtXxwHAOyhQgBBEFVChQCCKMGt12/H1vVeAI3LCGDKg9lVbCFo+HhLBG/1VOGR\njZkLAR3eaouFBZI1gGg3RMMakDupGJ3SCgGRROFkd2Yxjv+49wiA0ooAnuPgsotGRkA6I+Ol0/MA\ngKHexqX6rwZep6Z2WKvWgKkFLYRuoAMKAVbTffms/p2vxFJUK4D7V1ERkA/Pc1CBssWAUDQFr8sK\nnuNwUaAPF27rhayo2L25Cxdu7129nSUIoq1pfAQvQbQpuzZ14fpXDOPUxNGShQA2SbSsQELZ57dj\naj4OVVVXRVLLFAGVMgIWyykCTN7g1e54sNpQWCDRrrDrkmxSBGQkBeNzMQDF5e8PvzBpFPdKFQIA\nwGm3GF0DJue1yWOXx4Z3vW5nfXa+SXhca9saMLWgfTcGG9Aqb7UxF2/P6Z1wKt1jQ7rkvqmKAL2A\nJytqUVWOqqoIx9IY1ItuHMfhPTfvwsGj07hy74CRDUIQBFEJuloQRBns+mS5UkbASryUfT4H0pKy\naitQrKhRKiPA77GC48qv9McSGXj0lbNOtwawsMB298sSa49iYYETczEjiGw2lMA37juKyfmY8fzY\nbNT4P7MWFMNltyCWkIz3BICbLt+ErW3euzybEbA2FQGsqDPQ097KDiD3mh2JZ6oKtg0xRUCRLhyr\nBSvAleockEzLSEsKfK5sscLtEPHqi4ZXpcUmQRCdA41sCaIMrB92JWuAdQWTxGxOwOpMqCtlBAg8\nD5/LWnbQFE1k4Hfb4HNZO98akJFhtfDg2zgAjVibWC08rBbeCBYDsvkAgNb147GXpvCZHx4yHhuf\nzRYFSmUEAFpgoCQrSGdkQ2Gwvs1tAQDgdljAAQivVUWAXgjohIwAdq9jnKvCHmBYA5qcEQCUtgaw\njgHmQgBBEEQtUCGAIMpg11fNS4YF1kERwHo1z61STgD7XUplBACAw2Yp2WNckhUk0zLcDhG9PjsW\nwqmKwUbtTFpSyBZAtCUcx6HP78DsUgKq3gmAFQLMYaihaBqKqiKRknIKe0KZ4pe5hSBTBLR7PgCg\nFUJdDnHNKgKmFuJw2ISOmGTm2zuqyQkIsUl2ExUBvKEIKH5fDelF+mbaFwiC6AyoEEAQZXDYKygC\nVtg1AMgOyFcrMDCp2xxKWQMArVUeS8vPhwUFuhwienx2yIpqyCk7kXRGpqBAom3p8zuQSMn4zv3H\ncfTsAkanIhB4Djs3duVsd3YyYqzsM4Qy1zVzC8HxuSjcDhHeDpg8AoDXZV2TYYGyomB6MY6Bbmdb\nt4BksGLOFj3016yGKcVSK2QEVCgEsPO0v6v9VRsEQTQXMhMRRBkcunw+WSojoA7+caYIeOzwFHie\nww2XbMhpe1RvjK4BJawBgBaylM7IRcOVYnpQoMtugVMvlMwtJdHttRe8TyeQyshw6ZMegmg31nVp\n15eHX5jEwy9MwmrhMdjjQpcnd8XzxFgItrxrQjlrAFMELEZTmAslsWODv8573jy8ThETczFIsrKm\ngtfmlpKQZBUD3e2v7ACA4XVujM3GcGB7L0LRFM5WERgYiqYg8BzcjuZd8ytZA0b1gsamfs+q7RNB\nEJ0JFQIIogwseCdeSRGwgol7r0+bQM8sJvDj353G8yfn8ME372uYNDPbNaCMIkAUoEKzAeT/bsxa\n4LBZ0KtP/tstJ+Dg0Wmcn4nijVePVCzipDMKuj1kDSDakz6/I+fntKRg04DbCMVjhGNppJcUJGM2\nnD+8CQtjPQj+woOhARFXXCHjD/8wg/7+7MSEFQFPjYehAljf1xmTRyAbGBiOpTu2wFmMyQ7KBwCA\nd9wQwJ7N3bhi7wBOT4Rx6MQcQtF0QRHMTDiWNtryNQtWgJNKFgKisAh8R7R4JAiiuaydUjdB1IBF\n4CFaeCQbmBFg9p87bAJOjYfxL3c/X/P7VWIhok3ay8l4bfo+FbMHZK0FAnr0IkY7dQ4Ix9P41i+P\n4RdPnsMX/vMFpNLF1R6A1qaJrAFEO5NfCACAjf0e49rFWAhJ+NYXB/Hg125A8LFdmD23DieOO/DQ\nQxZ8+tM2HDjgwkc/akNSP9WZSubEWAhAZ+QDMDYPaiuth07MNXlPVpdOCgoEtGL1VRcMguc4bBrQ\n/qaVAgPjSclQuzQLgdfuN8UUAZKsYHwuiuE+15pSqxAE0RjoKkIQFXDYLIg3sH2gmXfeuBM7hn04\nPxMtWXxYKRNzMThslrKpyGziWyww0LAW2CzoYUGHbVQI+M3T55HOKOjx2nHk7CI+e/chox96PpKs\nQAUoLJBoW8yhgIxN/R4M6yv4F2zpgZzh8bXP7sCLT6yHqmjnvtWRwsi2JHp6tGucJHH43veseNvb\nHEgms9aAU+NhAJ1VCLhizwB4jsOjL00C0AL0gqOLTd6rxjO1oHnPB7o7oxBgZrNeCDg7FS65DQvM\ndDa5BZ+RESAXFuKn5uOQZBUb+92rvVsEQXQgVAggiAo4bBZEYumiPX0zkjZRXklYIAD8wXVbsanf\ngwu392KdPghbitY/rEqSFcwsJrC+p3wYlNXCFAFFCgHMGmBtT2vAS6fnIVp4fOK9l+Ly3f04NR7G\nl396uOi2TBGxkvaQBNFM+vwObF3vNTzPHIAN69zYu6UH//O2V+CDb96Lo7+7AKMnfACAnoE4Lr7l\nIH7v/b/CF74+hpdeiuHb305g+3btWvD44xbccYfNCAtk14hOaB3I8LttuGBLN85NRTA2E8XtX30S\n/3TnIShq53ZHATRrAMcB6zowhG7TgB4YWEYRkEzJUFHeNrcalAsLXNSDeVm2EEEQxEqg0S1BVGD3\npi7EUxJePDlf8FxGViDwXNlQrWp43eWb8LfvvgQ2UTBW6huRxD+zmICsqBisMGjPKgLKWANsAmxW\nAW6H2DbWAEVRMTkfx2CPEw6bBX/yht3Y1O9BcDRkFHXMMEWEjRQBRJtiEXjc8c6L8d6bdwEA1nU7\njYnO9mE/FuYtGD28EQDg7o7g9n88jYFtU+B5FamMDIsFuOkmCffdFzeKAXfdJSIRzSqKvE6xIHOg\n3bl63yAA4OEXJozHSrVU7RSmFuLo8zvqpnBrJXwuK7o8Npwt0zmAqd2cTbYGsPFEscITU6+5mhhm\nSBBE59B5V3uCqDOvOjAEAPjtofGC5zIZpe6DJr/evzjUAEUA6/e9vqd8IYBNfNNFJsdMEWDXJxM9\nPjvmw0mjT3krMxdOIiMpxuolz3EYGfRAUVUjKMsM60PdzARpgqgHQ30ucAC2DHpzHr/zTtGwA+y8\n+igCI1krQdIUkur3A7ffrl2TMhkOv7g3K03uJDUAY/+2XrgdIh563lwIKN5StZ0Jx9M4dnYB0UQG\nkXimI20BjE39HixF0/jcXYfwv79xsMB+x0KBnbbmXu8FgVkDihQCEtmuPQRBECuFa+bgfePGEpGo\nRA48z0MpIksn6kM1xzcUSUFSVPR47TAr6hcjKaiqWtdk6VRGRiSegctuqbtEMZ6UEE9J8DrFsr53\nYzuXtUAWH0tkkEjL8LmsEC38/9/enYfJddd3vv/UXtXd1YtarW4tloS8/GRLljEGr9iYsJhgSDLO\nXIZxMAlhywyTBJK5JJflMpmHJeSBGeLJADcGbgZCIDeQDGBPIJBg43VsvOD9WJslS2pJrVbvtS/3\nj3NOdfWi7uruU3Wqqt+v59HzVJ8+XfWrn7rPOfU939/3a1cbL5S0IRlbkBnRbL+7uXxRk6m8OuLh\nyjrQdLagmUxByURkQfu0xfZvNs02x+2oXeY4X1iYwTQyElAmE5ACZcW70upLxirZSB2x8Jy7o+Wy\ndOJEQKVSQLFYWcFYWpLdinQtwbJmnd/pdL7SZUWS+pKxStp2qznXHI9NZVUsldUZD2smU1AiGmrb\nu83u8dzV3RGtZL8ViiUVimVNp/NKxMKr+qDt1e/xTKagdLZQOcdWW+rc3O6OHm3RPz6gia2vowiw\nSmHnhDu/ToAdyfL23OS2LTpXD+G1cNcchpapaeAGOxYLFLpb3HEutZ6x2bhjDFddT7iVl/PF0oJU\nTPct+dlKCvBKJBxcEKxzD2mBQFmBgP33nHACYuF5HzQCASnkxMqq/1TCbXp9Hp8XGGyFrKeVco+J\nOafw7XLnhlYWjYTUl4xV/l/zxZJKpbKmUnmNT+c0nbaDBH7/Oi/18u7voN9jBNAefL3F9eijM36+\nfMsYGEhqZIS5qpda5vf+p4b11bue02+84SK97optle0f+m/3KR4L6zPvu9qz8ZydzOg/fvEBXXXJ\noN7/K3s8e15J+sTXHtapsZS++AevWfLD7d2PH9fXf2TpfW+9RFfvGZrzvS9/72k9/Nxpff4D16kv\nGdOPf/6SvvWT/fqdX92jKy8enLNvs/3ufvXOZ3X/0yf1mfddrUEnBXYyldMHb79PkrR9sEuf+K1X\nVQop/uD+w/qHew/rD952mfbu6vdt3EtptjluR+08x297m90iMBLL67YPP6RPvu9VKpXLGpvMqr9n\n7tKgQkHau7dTZ88GdO21RQ1dd7em03n90a2Xy2zvW/UYmnl+/+SvHqkUmPvYO1+pXVu6l/mJ5nSu\nOf7tP/0XSXbNl3S2qD/+jVfoovN6Gz28hkplCvrdL/zM6QgTXLDk47d+ebduuGzLip/Xq9/jHzzw\nov7hZ4f0h//m5drzsg1zvvfVu57V/U+d1J/+zjXatEhr0PaW9HsAQNtp39Av4KGXOetqDw/PbT2U\nL5TW3DFgvu5Ou+jWhMfFAiuF8jZ0LnuH260RsFjXADdVNhGz96nuHDCdzut//PB5Taa8r2/gBbe7\nQX/P7FKO7g67iJQkHT01raOnpivfm5ix34f7fwK0m2uusf+ec+mYpofteijBQGDO34jrRz8K6+zZ\nYOXn3PTprQPt28rs3//aXu3ebn8wXux42C7SThHYof72rRHg6oiH1esc86PhkPPBf/Ps95uma8DC\nZQbUCADgJQIBQA2GnCrz1tGxOenj+WKpssbQK+FQUN0dEY2tsVigW13YdWYirUKxpC0bl7/QW6pr\nQDpbUECzwQL3A8PoREaPPHdK9zxxQo88d3pNY6+XiZmcuhKRynIA14fedpluuWGXJPsOoFsY0m3h\n6BZwBNrNrbfmFQrZx7Sffm+HxscX3298XPr0p+2AWCRS1q235nXxjj7t3t7b1sU0B3oTutTJBmr3\nrgHdHRF1t1n3h3P59dfs0uUXbtSf/PaVuuGyLeqvqvPTzO0DU5m8AvJ/jADaA4EAoAbBQEBXXDSg\n0cmsnn3xrCR7rV49MgIkqa87rtEJu8L9ajxz+Kx+9wv36sePvFTZduKMXRW/lgrf0aW6BmSLisfC\nlfT5jU4g4MxERqOTdhbD2JT3rQ+9MDmTW/Tu/raBLt105Xb1ON/7xo8sPXHgjCZmcgoFA+rqaN8P\nOljfBgfLetvb7IDX8LG4br65Q3fdFVbBKaheKEh33RXWzTd3aP9++7jw9rfnNThY1jvftFsfvvUV\nfg29Ydzj4dh0tmmznVYrHJrNDmvnzI75rt27Wb/76/sq2WB9ydlAQNO0D1wkEDCTKagjHqZuDQBP\nEAgAavSay+01g/c8breTKhTtD+n16Ll80bZeFYolHTg+saqff9Sy78h/65/36/SYHQAYHrXXLm5e\npnWgVL00YGEgIpMrVJYFSFJHPKJELKTRyYzOOqn34x4va/BCoVjSTMbumLCYSDioP/ntK/W7t1yq\nSDioO37wrE6eTam7M8pFF9raZz+b07XX2p/89+8P6V3vSmjv3k699rUd2ru3U+96V6ISBLj22oI+\n9anm+/uuJzdD6us/tPTZbz7m82i8UyqX57So29qGbSBr1dc9m/Xl99KA8BIZATOZvDrjBKYBeINA\nAFCjXZu7dd6mLj2+/4zGprKVKsv1CARcstMuvOVmH6zUkap17tZRO9f3xBk7EFBbRoC7NGCxjIDC\ngrTE/u6ERicyOuMEApoxI2DKaRu11Hr/7s6oLr9oQO+8ySidLWg6nac+ANpePC5961tp3XZbTpGI\n/eHj7NmgnnkmVKkJEImUddttOX3722nFveuW2hJiVa1WT46mFnQXaUXlclmpTEHV72TLwPoNBGxI\nzgYC/E67Dy4ZCCioM8GyAADe4GgC1CgQCOjGy7fqGz+ydN+TJ3TdpXZxofktprxgtvcqFAzomcNn\n9euvOX9FP5vLF3X01FTl6+eOjun+p0/q9FhK4VBAA73LX8VHw6HKc1Url8vK5IpKROceOjb2xHVs\nZFrHTtsBiGbMCJhcQeG/6y7drEMnJvXTx4+rl0AA1oFEQvr857P68Idz+pu/iejBB0OamgoomSzr\nmmuKuvVWeznAehStCgSUZQdDW/2u7D1PnNDXf2TN2Va9Tn696WuiQEAo6LQrLs79e8vli8oXSupo\n8d89AM2DQACwAldfMqj/718O6Ge/OKHLLxqQJMWi3v8ZxaNhnb+1R/tfGtd0Or+iYlyHhydVLJW1\nfbBLR09N66FnTlW+t3Wgs3KRsRQ3I2D+0oB8oaRiqax4bG7ww72AdDsKNGMgYGLGHlNPjR/s/+3r\nL1QkHNS+85uzbSBQD4ODZX3oQzl96EN+j6R5VGcESM5dWefD2P966IgG+xK6wmzyY2ir9sDTJyuP\nO+NhbR9MVrojrEfxqvN4PbL8VsItFjg/82QmQ8cAAN7iaAKsQCIW1tV7BnXPEyf08+ftdfj1yAiQ\n7OUBL7w0ruePjCkcDqojFq6pv7NbV2Df+f1zWuFJ0pYa6gNIsxe+brHAbK6oJw6c0UPP2BeP8zMC\n5rcaS2eLyuQKNb1Wo6y0FWA4FNTbX3dhPYcEoAXM7wwzk85LvQkNj87oO3cf1I6hZEsFAmYyeR08\nMVt/5nVXbNOvXb/LxxE1h854WKmM/+etkFPAsVicG4hPOZ2AWj0bBUDzIBAArNCNL9+qe544oX9+\n9Jik+gUC9uzcoP9572E9eXBU9z01LEn62h//0rI/d/D4pCTp0l39uvOBI3O+N7Shth7Rbirs80fG\n9OXvPa0nDpyptBLcNtClGy/fOmf/TX2JBc8xPp3TeTW9WmO4SwNqzQgAAGlhRoD7YdG9q56a16q1\n2T374piqbzbzwdL2+Q9cp2ZY/OIWp51fI6CSEUCNAAAe4WgCrNCOoaSikWDlpByP1CcQsHNzUolY\nWA89e2r5nR3lclkHjk9oY0980e4AnTUuMXBTI2cyBT383Glt6kvoqosHdeUlg8xEb3sAACAASURB\nVItWlr50V7+2buzU8TMz6u2Kanw6p/EmKxg4ObN8sUAAmC+6YGlAXqVyuZIh1Qx3kVfiqUOjc772\nu11es5j//+yX0DnaB844AaeOGIEbAN7g6A+sQmc8olze/qAbr1NhoVAwqIt39OmxF0Zq/plTY2lN\np/Pa+7INc1r8SdJVlwzq+n2ba3qe6nZ5//rG8/XLV21XYIkWepFwUJ9416v03JExnTyb0rd+sl9n\nJjI1j7veHn9hRA88bWdV9HTGltkbAGYtViNg/0vjGp20zwGpTEGlcrkl2oyWy2U9fWhUXYmIptPO\nB0sCAU2lsjRgfiAgTUYAAG/RPhBYheo+w/VaGiDNthGs1YFj9rrP87f2KBQMKuaMrSsR0ft/Zc+q\nqiH/0iu2LhkEcIVDQV26q18v29wtSTp6erZzQalcVjrr312ze58c1kymoJuv2aHeLjICANQuOq94\nXCqT14NONkBXIqKypEy2oOePjOnsZPMEQBdzfGRG49M57d21obKtDbohtpVztQ+kRgAArxEIAFYh\nEW9MIGDPztmLtVruNrmFAi/Y2iNpNmCxmirDH/63l+sj77hiTjXlWpy3qUuBgHTk5Gwg4Af3v6gP\n/Nef6eTZ1IrH4YWRibQSsZBuuWFXTUENAHDNzwgYn8rpkedH1JeM6VLnA/Xw2ZQ+9+0n9M0fv+DH\nEGv21GF7WcClL+vXa16+RZK0bVOXn0PCPJX2gfMCAdN0DQDgMQIBwCp0Vt1Zn3+R6KVNfQntGExK\nslM6y0vcuplM5bT/2Lhi0ZC2bbLX8VcCAStoP+javaNPF2zrWfHPxSIhbdnYqaOnpisXMt+777Ak\n6VHr9IqfbzHPHD5bc4GucrmsM+MZDfQkCAIAWDH3Dq3r4edPKZ0t6Oo9g5Vj68FjEyqVyzo0POnH\nEGv29KGzkqQ9L9ug295o9N8+eL029S4s9gr/hMgIANAgBAKAVeiYkxFQv+h8IBDQR267Qru396os\nqVBcPBBw6mxKH7z9Pg2PprRjMFm5o+AuBWj0GtCdg0ll80WdGJnbvnBkPL3m5358/4g+/7dP6Ct3\nPlfT/lOpvLL5oga42AXggamU/YHs2j1DlQ9lB07YAYCJ6ZwmppurUKorkyvohZfGtWMoqe7OqILB\nAB8qm9BsIGBu+8DZrgH8nwHwBoEAYBWqq/bGY/WtNBwJByvBhnyhuOg+w6OzKfeX7JitK+AGAroa\nfLG3Y8jOYjhwbFzlclnhkH2oOXhi7XfLnj5s39F67shYTfu7wYeNvfE1vzYASNL2wS5tHeiqBFkP\nnZiofO/Iqelz/Zivnj8yrmKpXFnOgOYUXK5rAEsDAHhkyaOJMSYi6WuSdkqKSfqkpGcl/ZWksqSn\nJX3AsqySMea9kt4vqSDpk5Zl3Vm/YQP+alRGgMtt55cvlBb9/lQqJ0l61e5NeuOV51W2u+NseEbA\nkF0w8OCxCZ23IaFC0R73iZEZpbOFmooWlstlfeHvntSF23r0lmt3VraPjNkf7Gu9wz8ysbL9AeBc\ngoGASuWyrtkzJGl2vfbZydksgKOnprTv/H5fxreU42fsAMX5W1a+5AuNc66lATPpgsKh4ILilQCw\nWssdTd4hadSyrOslvUnSX0j6L5I+5mwLSPpVY8yQpN+TdJ2kmyR9xhhDjy60rTmBgAb0HnZP/Llz\nBQKcNlDX7h2aE5hIVIoFNjYjwC0YeODYuE6NzS4HKKv25QHpbFFPHRrV4/vPzNl+2vn5Wqv/j4zb\nVbwJBABYq75kTIGA3Y5Vkjqqjq1uwPbIqalFf9ZvbrvAZAedU5rZUjUCOhNhat0A8Mxyt+X+TtJ3\nnMcB2Xf7r5B0j7PtHyW9UVJR0v2WZWUlZY0xByTtk/SI5yMGmkB1+8BopP7R+YgTbDhXIGByxs4I\nmH+Bt5auAWsRi4a0ub9Th45P6NSYvWyhuyOiyVS+5jaCbmGk6XSusq1QLGl0wv5gn8svvkxivsrS\ngB6WBgBYnXe9ebdGxtMa2tChdLao3i77Xkf1ueBlm7t14syMjjZ5IKCLPvRNLeQspVu4NKCg7k6C\nOAC8s+TZwLKsaUkyxiRlBwQ+JulzlmW5R6cpST2SuiVNVP2ou31JfX0dCofrfze1HQwMJP0eQltb\n6fxuHpzdf9Ombq+Hs0BP0v4Q29UVX3SseeeCYce2Xg30d1a2b9zQIUka2pRs+O+Q2dGnnz56TC8c\nt+sCXLC9T489f1rReLSmsUxm7Q/6M5lCZf8fPXSkcpckXyrX9jypvAIBaff5A4o2IHvDDxwf6o85\nrq9mn99bXmcW3Z6qKuB6xcWD6njxrJ54YUSJrri6mqyomxs73XHehqYbW7vw4ve46BT7jUTClecr\nlcpKZfLaPtT4czmA9rVsWNgYc56kf5D0Rcuy/sYY82dV305KGpc06Tyev31JY2P+9BRvNQMDSY2M\nNOcdhnawmvnNV93VbsT/TSFvv96pkSn1xBd+mB1x/pbymZxGRmazBrb0JdSViGhjV7Thv0NDTir+\n/356WJK0faBTjz0vnTw9pZFNnUv9qCTp+LAdW0xlCho+OaHjIzP68t8/qc54WDOZgqZTuZre0/HT\n0+rtimlivD2PNxwf6o85rq9Wnt9sajZjyWzt1vhkWk9IevyZYe2uKtzqt4GBpEYnUgoGAkpNpZWe\nzvg9pLbj1e/xuJP1NlN1jktlCiqVpWgo2LJ/K2tFAATw3pI5zcaYQUn/JOmPLMv6mrP5cWPMjc7j\nX5Z0r6SHJV1vjIkbY3okXSy7kCDQljpqKHbnpUqxwOK5igXmFQkHFZt3x/ui83p1++9fry0bl//g\n7TW3c0ChWFayI6IhJzshVePSALdVkiSdHkvri//zKRWKJb3nLZdoy8ZOpbPLLw0oFEs6O5XRAMsC\nANRB9bKr8zZ1aYeTLdaMdQKm0wV1sca86YVCC9sHukvlGr3MD0B7W+6I8hFJfZI+boz5uLPt9yXd\nboyJSnpO0ncsyyoaY26XHRQISvqoZVmEm9G2Gn0yjjpLaPL5xQMB06mckh2RprrA2z5oFwwsl6Vt\nA12V4EnNNQKq9vvz7/xCI+MZ3XzNDl12wUb94IEXdXps+ecZncyoXKZQIID6iEZCuvX1F2pwQ4cC\ngUBTBwJm0nklO1gS0OwWax94yi2Sm6QONwDvLFcj4Pdlf/Cf7zWL7HuHpDs8GhfQ1OI+ZQTkCovf\nBZ9K5bW5v/F3/ZcSj4a1daBLx05Pa9tAV6WDQa2BALdnsmRX/j9/a7f+1fW7JEmJaEiFYln5Qqky\nN4s5Q8cAAHX2+lfOtmwd6EsoHg3p6KlpH0e0ULFU1kwmr839HX4PBcsIL9I14OBxe6ncrs31r0kE\nYP0gxwhYhc54WL/0iq0N68fstg/ML9I1IJsrKlcoNeWdngu29TqBgM5KIKDWpQGpzNz99u3qr9wp\ncQMx6VxBkfC5qyi7HQMIBABohGAgoO2burT/+ISy+eKC5Vp+mUnnVS6LIoEtILhoIMAuunv+1sZc\ncwBYH+rf9wxoQ4FAQO94o9E1e4ca8nqRiJsRsDAQMJVyWwc23wXeqy/bor5kTJfs3LDyjIB0fs7X\n1XUO4lH74jqTW7pOQKV1YC81AgA0xvahpMpl6djphVkBp8fTuv07T2p8OtvQMbnnCQIBzS8UnNs+\nsFQu69CJCQ30xmkfCMBTZAQALSAScmsELPzgO+V8YE52NN8FwlV7N2vXYJckO3NBWl2xQGluICAR\ntQ9dmWWea2SCpQEAGqu6TsD8O7j3PzmsJw6c0StfHNC1ezc3bExTMwQCWkUoGFAgIB09Pa2jp6YU\nCQc1kyno0l39fg8NQJshIwBoAdHIubsGNHNGQLVoJKhgIFB7scDM3IyA6g/z8RqzC0bG04qEg+rh\nLgqABjlvkx38XCwj4PCwneJdKJYXfK+eJskIaBnBYEC/dv0uTc7k9J17DrIsAEDdEAgAWoBbIyC3\nSNeAqVTzZgRUCwQCSsRCNbX9++49B/XMi2NztoVDs4erRMzOkEgvszTgzHhaG3viTdVNAUB7G3Ra\npZ4aS8/ZXi6XK4GAxeq91NPkNIGAVvLWa3equyOi02NpHTxhFwo8fyuFAgF4i0AA0AIibvvARWsE\nOIGAFrjAS8TCy97Fz+aKuuvBI5KkgKSOWFjXzavFEHeXBuTO/VypTF4zmQLLAgA0VCwSUl8yptNj\nqTnbRyYylSVPhUWyu+rJzbDqoA99y+jvSejsZEYHjk8oGg5q20CX30MC0GY4IwAtILpE+8DZpQHN\nnREg2R/q3X7I53JidKbyuCzpLz50w4J9Em6xwCWyC0ZoHQjAJ5t6E3rhpXHlC8VKIPdFJxtAanxG\ngFubpdGtb7F6/T1xHR6e1PGRGV20rWdOVhwAeIGjCtAClu4a4GQEdLZGRkA2V1SxdO6L4OMjs4GA\nc90BqW4feC6V1oE9dAwA0Fib+hIqazYgKUmHTswGAhqfEWAfK91Cq2h+G7tnz127qA8AoA44IwAt\nIOLcCSgs1T4w0fwZAbMtBIvqSiwehzx+xi6w9Z63XKy956iS3OE8TyqzRCBgwgkEkBEAoMHcOgGn\nx9KVjidzMgJ8Whrg1ldB8+uvCmKfv4VAAADvkREAtIBoxL54WzQjIJ1XKBhoiQu8LqezwemqIlp/\n/U+WPvvNxypfHz9jZwS8/IKN6j7Hcge3C8CEUwBrMWdYGgDAJ5uc484pp05AqVTWkVPTCgXtwqWF\nQmO7BqSdoGmcjICWMScQQKFAAHVAIABoAZGqGgGHhyfnFKGaSuWU7Ii0RGX8V1w0IEm676nhyrYn\nD47Kemm8ktlwfGRGfcmYOuLnXurQ2xWTJI1PZ8+5j7s0YGMvSwMANJZ73BmdsAOSJ0ZnlM0XtWMo\nKcmHpQFujYBo8weMYXOXBvR3xyvnPADwEoEAoAW4gYCRsbQ+/Y1H9fGvPqx/fvSYyuWyplL5ligU\nKEmX7tqgvmRMDz1zUtlcUaVSWWNT9of54dGUUpmCxqaylVTac4lFQ0rEwssGApIdEe6AAWg4t03f\njJOSf9ipD3DRtl5JjV8akM4WFJB97ERrGOhLqLsjopdfuNHvoQBoU1whAy0gGAioMx6u9KUulcv6\n5o9f0FOHRpXJFZXsaP5CgZIUCgZ1/b7N+v79L+rh505p765+FUt2iuzJsykFnayGrcsEAiSptyuq\n8XMsDSiVyhqdzGj7YNK7wQNAjdxAwHTavhN/+OSUJOnCbT364cP+tA+Mx0KVYyyaXywS0p/9u2sV\nCvF/BqA+yAgAWsQNl22pPP74b75SF+/o05MHRyW1RutA1/X7tigQkO75xQmNTs5W1D5xZqZSKHDr\nQC2BgJim0/lF23CNT2dVKJapDwDAF7FISKFgYDYjYHhS4VBAOzfba70XK/zqtel0Xt+956DGprJK\nZQpkR7WgaCSkUJBLdQD1wdEFaBE3XbldkrR7e692DnXrD9/+cr3ttRcoHApo+6bF2+w1o/6euC7d\n1a9DJyb1iwNnKttPnk1VWgdu3bj8+3HXTE4ssjygUh+A1oEAfBAIBNSViDjByqKOnZ7W9sGkYk7h\n10KxvsUCS+Wy/vL7z+iuB4/ooWdPKp0tUB8AADAH4WGgRXR3RvW5f39t5WIuGAjoTVdt12tfsVXR\ncGvF9F7z8i168uCo7nrwSGXb8OhM5e7+lo0dyz5Hb9LOghibzmrjvDv/p8dpHQjAX52JiCamszp6\nelrFUlkvG+pWJGyneecLxbq+9j8+dERPHz4rSZpO5ZXKFAiMAgDmaK1PD8A6t6E7vqCafiwSaomO\nAdX2nd+v3q7Z5QwdsbDOjGd09NSUNvbEa0ph7at0DrDrBJTKZR04PqFyuTzbOpALXwA+6YqHlcoU\nZB0dl2S3gAuF7MuufB0zAqyjY/r7nx2qFAYcn86pUCwpQUYAAKAKgQAADRcKBvXWa3dWvr5kZ5/K\nkmYyhZoKBUqzSwPcrgP3PzWsT3/jUT32wojOOrUH+gkEAPBJZyKisqTHXhiRJO3e0adgIKBQMFC3\nYoHpbEH/z/efUUABve8tl0iSRifsDKl4jCRQAMAsAgEAfHHj5Vv1qt2btGMoqQu29lS2b6mhUKBk\nL5WQpKmUnRHg3nV77shYpQhhX5JAAAB/dDqdAw6dmNTQho5K8DIcDtatWODBExMan87p9a/cpn0X\n9EuSzjjHQ2oEAACqER4G4ItAIKDf+dU9klRZyypJ22ooFCjNXmTPpO2q3IecPt0Hj08qnSuopzOq\nSIvVTgDQPtwWgpKdDeCKhILK1ykjYMRpMbtjKKlQMKiOWFhnJ+2sqQRdAwAAVbhKBuCbQCCgQCCg\nzf2zxQFraR0oVfXpzhQ0k8nr5NmUJOno6SmdHktrQ3fM+wEDQI0647MfvHdv7608joSDdVsa4BZK\n3eQUSu1MzI6BpQEAgGoEAgD4bkN3XNFwUIGA5gQFluJeZM+k8zo8bGcDhIIBlcuzzwkAfpmTEbB9\nNiMgHArUrX3gaScjYKDPCQRUFZdNxFgaAACYRSAAgO+CgYCuMJv0igsHFAnXdrEaDgUVj4Y0nc5X\nlgVcv29z5fv9BAIA+Mj9EL51Y2elpolkH7vydaoRMDKeVjwaUtIJQnRWBSNq6cYCAFg/OCsAaArv\nfeslK/6ZrkRkTiDgLdfu1N1PnJAk9SVZGgDAP73OMejiqvoAkl0joB5LA8rlskbGMxrsS1RaylZn\nJfSzXAoAUIVAAICW1ZmIaPjMjA6dmFR/d1wbuuPq7YpqfDpX6aENAH44f0u33n3zxbrsgo1ztofr\nVCNgcianbL5YWRYgza1TsGOo2/PXBAC0LgIBAFpWVyKiXKGkXKFUuev2kduu0E9+fkzX7hnyeXQA\n1rNAIKDrLt28YHs4FFShWFapXFbQuXPvhfFpu5VqdTZUdY2AnqrlCQAAEAgA0LKq0153bbHvdm3s\nSejtr7vQryEBwJIiIfvDf7FYUrDGmii1yOQKkubWAqhXdwIAQOujWCCAllWd9uoGAgCgmYVD9qVX\nvuBt54BsvihJSlQtiwoG7aDDxTs3ePpaAIDWR0YAgJblZgQEAwFtH0z6PBoAWF4kbAcCvL5bn8nZ\ngYDq+ihvvnqHsrmifvOte5XP5Dx9PQBAayMjAEDLcltjbdvUqViE4oAAml+4ToGArBsIqDoWJmJh\n3fqGiyodDAAAcBEIANCy3IyAXVt6fB4JANSmsjTA64wAZ2lAnI4pAIAaEAgA0LIu3Najzf0dumbP\noN9DAYCaRJxAQKFQ/6UBAACcCzUCALSsjT0Jfeq9V/s9DAComZsRUCh6XCzQCQTEI1zaAQCWR0YA\nAABAg4TDdiV/r5cGZMkIAACsAIEAAACABolU2gd6XSOgIIlAAACgNgQCAAAAGmR2aUB9MgLidFAB\nANSAQAAAAECDhOtVLDDP0gAAQO0IBAAAADRILGJfeuU8DgRkc0UFJEXDXNoBAJbH2QIAAKBBok7q\nfta5g++VbK6oWDSkQCDg6fMCANoTgQAAAIAGidUpEJDJFxVnWQAAoEYEAgAAABrEXcPvFvfzSiZX\nVCwa9vQ5AQDtq6YzhjHmKkmftSzrRmPMyyV9WVJB0guS3mNZVskY815J73e2f9KyrDvrNWgAAIBW\nVK+MgGyuqL6umKfPCQBoX8tmBBhjPizpK5LizqZPSPrPlmW9WlJM0s3GmCFJvyfpOkk3SfqMMYaz\nEQAAQJV6BAJK5bKy+SIdAwAANaslI+CgpFskfcP5+nFJG4wxAUlJSXlJV0q637KsrKSsMeaApH2S\nHlnqifv6OhQOc9KqxcBA0u8htDXmt36Y2/pjjuuPOa6v9TS/OdnF/IKhkGfvO50tSJK6u2LnfM71\nNMd+YY4BtJJlAwGWZX3XGLOzatN+Sf9d0sckTUi6W9K/dh67piT1LPfcY2OpFQx1/RoYSGpkZMrv\nYbQt5rd+mNv6Y47rjzmur/U2vzNTWUnSxFTGs/c9MW0/Z6BcXvQ519sc+4E5ri+CLID3VlMs8M8l\nXW9Z1m5JX5f0eUmTsrMDXElJ42sfHgAAQPuIRexLLy+LBc5k7IwAlgYAAGq1mvKyZ2V/8JekE7Lr\nAjws6VPGmLjsugEXS3rakxECAAC0iWgdagQcOWXfid62sdOz5wQAtLfVBALeI+nbxpiCpJyk91qW\nddIYc7uke2VnGXzUsqyMh+MEAABoeeFQUOFQwLNAQDpb0IFj9urM87cuuyoTAABJNQYCLMt6UdLV\nzuP7ZGcBzN/nDkl3eDk4AACAdhOLhDwJBGRzRf2fX3xAqWxBoWBA2wdZRw0AqM1qagQAAABglaKR\nkCc1AkYm0ko5HQPi0ZAiYS7rAAC14YwBAADQQLFISDkPMgLGnQ4EkvT211245ucDAKwfBAIAAAAa\nKBYNKeNBIGDMCQT89psv1nWXbl7z8wEA1g8CAQAAAA1kZwSUVCqX1/Q8biCgLxnzYlgAgHWEQAAA\nAEADxZwWgoeHJ5fZc2lj0wQCAACrQyAAAACggWIR+/LrU19/tNL6bzXICAAArBaBAAAAgAaKRUOV\nxyPj6VU/z9hUVrFoSIlYTd2gAQCoIBAAAADQQNHIbCCgOiiwUmNTWW0gGwAAsAoEAgAAABpoYjpX\neZwvlFb1HPlCUdPpvHq7CAQAAFaOQAAAAEADnalaDrDaQMCYE0wgIwAAsBoEAgAAABro1jdcVHmc\nL64yEDCZkST1EggAAKwCgQAAAIAGuui8Xv2HWy6VtJaMADoGAABWj0AAAABAg0XC9iVYvlBc1c+P\nT9lLAwgEAABWg0AAAABAg0VCbiBgdRkBZ6fspQEEAgAAq0EgAAAAoMEqGQGrrBEwPuUuDYh7NiYA\nwPpBIAAAAKDBZpcGrLJGwFRWoWBAyY6Il8MCAKwTBAIAAAAazA0EFNZQLLC3K6pgIODlsAAA6wSB\nAAAAgAZbS42AUqmsiekcywIAAKtGIAAAAKDB3IyA3CoCAZOpnIqlsnopFAgAWCUCAQAAAA22lhoB\nY06hwA0EAgAAqxT2ewAAAADrzWq6BhRLJZXLs4GA3i4CAQCA1SEQAAAA0GDhVdQI+PCXHlQwIL3p\nqh2SpD4yAgAAq0QgAAAAoMECgYDCoeCKAgFuJsDpsbQkAgEAgNWjRgAAAIAPIuGVBQJcTx48I4lA\nAABg9QgEAAAA+CASDtZcI6BULlcen3IyAqgRAABYLQIBAAAAPoiEgioUijXtW5wXMOhKRCoFBwEA\nWCnOIAAAAD5YydKA+fslOyL1GBIAYJ2gWCAAAIAPVrI0IF+0lwbsGErqwm09Muf11XNoAIA2RyAA\nAADAByvLCLCXEGzp79Str7+onsMCAKwDLA0AAADwQSQUVKFYnlMI8FwKTkYAdQEAAF7gbAIAAOAD\n90N9oYasADdzIBLi0g0AsHacTQAAAHzgBgJqqRNQcPYhIwAA4AXOJgAAAD6oBAJWkBEQDgfqOiYA\nwPpAIAAAAMAHbpp/TYGAIksDAADe4WwCAADgg9VkBETCobqOCQCwPhAIAAAA8EF4BYEAt6BgOMTS\nAADA2hEIAAAA8EHUubufzReX3TdPsUAAgIc4mwAAAPigKxGRJM2k88vuWykWSI0AAIAHOJsAAAD4\nINlhBwKmaggE0D4QAOAlziYAAAA+qAQCUrll960UCyQjAADggXAtOxljrpL0WcuybjTGbJJ0h6Q+\nSSFJ77Qs66Ax5r2S3i+pIOmTlmXdWa9BAwAAtLpkR1SSNJUiIwAA0FjLnk2MMR+W9BVJcWfTn0n6\npmVZN0j6mKTdxpghSb8n6TpJN0n6jDEmVp8hAwAAtL5kYuUZAdQIAAB4oZazyUFJt1R9fZ2kbcaY\nn0j6DUl3S7pS0v2WZWUty5qQdEDSPo/HCgAA0DZWkhFA1wAAgJeWXRpgWdZ3jTE7qzbtlDRmWdbr\njTH/t6Q/kvSCpImqfaYk9Sz33H19HQo7rXOwtIGBpN9DaGvMb/0wt/XHHNcfc1xf63l+o5GQ0vni\nsnMQidiXbJsGkquar/U8x43CHANoJTXVCJhnVNL3ncc/kPQpST+XVH30S0oaX+6JxsZSq3j59Wdg\nIKmRkSm/h9G2mN/6YW7rjzmuP+a4vtb7/CYTYY1NZpadg8nprCRpajKtkejKsgLW+xw3AnNcXwRZ\nAO+tJr/sPklvdh7fIOkZSQ9Lut4YEzfG9Ei6WNLT3gwRAACgPXV1RDVdy9KAQlESSwMAAN5Yzdnk\nDyW90xjzgKQ3Sfq0ZVknJd0u6V5J/yLpo5ZlZbwbJgAAQPtJdkSUK5SUzRWX3K9QLEuiWCAAwBs1\nLQ2wLOtFSVc7j49IesMi+9whu60gAAAAapBMuAUDc4pFE+fcz+0aQEYAAMALnE0AAAB8kuxwWgim\nl14eUHC7BpARAADwAGcTAAAAn1QCAanckvu5GQHhcKDuYwIAtD8CAQAAAD5JdrhLA5bOCMgXSwoG\nAgoFuXQDAKwdZxMAAACfJBNuRsAygYBCifoAAADPcEYBAADwyWxGwNJLAwoEAgAAHuKMAgAA4JPZ\nGgHLLw0Ih6gPAADwBoEAAAAAn9RSLLBQLGk6lVcsEmrUsAAAbY5AAAAAgE8SsbBCwYCml2gf+OTB\nUaWyBV26q7+BIwMAtDMCAQAAAD4JBALq6ogsuTTgvieHJUmv3re5UcMCALQ5AgEAAAA+Siaimkov\nvjRgfDqrJw+OasdQUtsHkw0eGQCgXREIAAAA8FGyI6J0tqh8obTge/c/NaxSuawbyAYAAHiIQAAA\nAICP3IKB8+sElMtl3ffksCLhoK66ZNCPoQEA2hSBAAAAAB8lO6KSFnYO2H9sQqfG0nqlGVBHPOLH\n0AAAbYpAAAAAgI9mWwjOzQi49xcnJEmv3rel4WMCALQ3AgEAAAA+WiwjIJ0t6BHrtAZ64zLbe/0a\nGgCgTREIAAAA8FEysTAj4OHnTimXL+nV+7YoGAj4NTQAQJsiEAAAAOCjkTD62QAACWdJREFUytIA\np4VgNl/UDx9+SYGAdN3eIT+HBgBoUwQCAAAAfNTlLA2YdjICvn/fYZ06m9IbXnmeNnTH/RwaAKBN\nEQgAAADw0fxigQePTygg6ZYbdvk4KgBAOyMQAAAA4KOueEQBzRYLTGWLisdCikZC/g4MANC2CAQA\nAAD4KBgMqDMR0VTazghIZwtKxMI+jwoA0M4IBAAAAPgs2RGpLA0gEAAAqDcCAQAAAD5LdkQ1nc7r\n/qeGlc4RCAAA1BdnGQAAAJ8lonY9gK/e9ZwkqYNAAACgjsgIAAAA8NmVlwzO+ZqMAABAPREIAAAA\n8Nk1e4bmtAskEAAAqCcCAQAAAE2guzNaeZyI0ToQAFA/BAIAAACaQLIjUnlMjQAAQD0RCAAAAGgC\nczMCCAQAAOqHQAAAAEAT6O4gEAAAaAwCAQAAAE2AQAAAoFEIBAAAADSBWHS2QCA1AgAA9UQgAAAA\noMmQEQAAqCcCAQAAAE0mEaV9IACgfggEAAAANAl3eUBHnIwAAED9cJYBAABoEn/6/ms0MZ1VRzzi\n91AAAG2MQAAAAECT6OmMqqczuvyOAACsAUsDAAAAAABYRwgEAAAAAACwjhAIAAAAAABgHSEQAAAA\nAADAOlJTIMAYc5Ux5u552241xjxY9fV7jTE/N8Y8ZIx5i8fjBAAAAAAAHlg2EGCM+bCkr0iKV227\nXNK7JQWcr4ck/Z6k6yTdJOkzxphYPQYMAAAAAABWr5b2gQcl3SLpG5JkjOmX9GlJH5R0h7PPlZLu\ntywrKylrjDkgaZ+kR5Z64r6+DoXDoVUOfX0ZGEj6PYS2xvzWD3Nbf8xx/THH9cX81h9zXH/MMYBW\nsmwgwLKs7xpjdkqSMSYk6auS/kBSumq3bkkTVV9PSepZ7rnHxlIrGeu6NTCQ1MjIlN/DaFvMb/0w\nt/XHHNcfc1xfzG/9Mcf1xxzXF0EWwHu1ZARUu0LShZK+JHupwCXGmC9I+hdJ1X+hSUnjnowQAAAA\nAAB4ZkWBAMuyHpa0R5KcLIFvW5b1QadGwKeMMXFJMUkXS3ra47ECAAAAAIA18qR9oGVZJyXdLule\n2dkBH7UsK+PFcwMAAAAAAO/UlBFgWdaLkq5eaptlWXdotnggAAAAAABoQp5kBAAAAAAAgNZAIAAA\nAAAAgHWEQAAAAAAAAOtIoFwu+z0GAAAAAADQIGQEAAAAAACwjhAIAAAAAABgHSEQAAAAAADAOkIg\nAAAAAACAdYRAAAAAAAAA6wiBAAAAAAAA1hECAQAAAAAArCNhvwfQzowxEUlfk7RTUkzSJyU9K+mv\nJJUlPS3pA5ZllZz9ByTdL2mfZVmZqufZLel/Sxqs3u58LyHpryVtkjQl6TctyxoxxrxR0mclzUj6\noWVZn6zfO/VHI+a3ap9/Jen/sCzrVufr1zmvl5d0WtI7LctKef8u/bHWuTXGBCQdk7TfecoHLcv6\nv+a9xrl+d6+X9Dnnde6xLOuP6vhWfePzHF8g6cuSopKykt5uWdZo/d6tP3yeY47BHsxv1Wutq2Ow\n5Mn8hiT9F0mvdH7+P1mWdee81+A47N8cr4vjMIDmRUZAfb1D0qhlWddLepOkv5B9wviYsy0g6Vcl\nyRhzk6R/kjRU/QTGmG5Jn5d9kljMv5P0lPN8X5f0MWNMUNJXJP26ZVmvlrTbGPNqr99cE2jE/MoY\n8+eSPqO5fy9flPRrlmXdIPsi9j0evadmsda5PV/SY5Zl3ej8W+zifsHvrrP9C7IviK6WdKUx5nLv\n315T8HOO/9J5nRtkX4he5Pm7aw6+zDHHYE/nd70eg6W1z+9tkiKWZV3n7HfBIq/Bcdi/OV4vx2EA\nTYpAQH39naSPO48DkgqSrpB0j7PtHyW93nlcch6fdX/YuVvyl5I+IulcdzpeLemH855vo6Qxy7IO\nOdvvd/ZrN42YX0l6QPaJvNqNlmWdch6HJS2aSdDC1jS3zr5bjTE/Ncb8L2OMWeQ1FvvdlaSrLMs6\nbIzpktQjadqD99OMfJlj5+7UJklvNcbcLekaSQ978o6aj1+/xxyDbV7Mr7Q+j8HS2uf3JknHjTF3\nSbpD0g8WeQ2Owz7M8To7DgNoUgQC6siyrGnLsqaMMUlJ35EdBQ5YllV2dpmSfYKVZVk/XiQl7BOS\n7rIs6xdLvEy3pIl5zzciqcMYs9tJW3uzpE5P3lQTadD8yrKsv5WdIli9bViSjDG3SHqt7Ch/2/Bg\nboclfcayrNdK+rTstMj5FvvdlWVZBWPM1bJTMk/KTh1uOz7O8QZJeyT9RPbvbp+k3/TsjTURH+eY\nY7DNi/ldl8dgyZP53Sj7DvVbZC9T+X8XeRmOw/7M8bo5DgNoXgQC6swYc56kn0r6hmVZfyM7ouxK\nShpf4sffIendTrR4SNI/GWMuMMbc7fx7t6RJ53kqz+ecwG6T9CVJd0myJJ3x8G01jQbM71Kv/SFJ\nfyjpTdY5agu0sjXO7c8lfU+SLMu6T9IWY8yFy/3uuj9sWdZDlmXtlPSYpD/26C01HZ/m+KykKcuy\nfuocK+6Uvb61LfkxxxyDK7yY36Veu62PwdKa53dU0p2WZZUty7pH0kW1XEO4P8xxWFL95nhdHYcB\nNCeKBdaRMWZQ9nqy/2BZ1j87mx83xtxoWdbdkn5Z9slnUZZlVdaaGWNelPRG52LnxqrtvbLvNj3s\nPN+9zrducv7lJf29Fo9St7RGzO8Sr/1R2emDr7csK73Kt9C01jq3srMtRiX9mTHmMkkvWZa1X8v8\n7jrLNX4m6VcsyxqTffck7uV7axZ+zbFlWWljzAvGmOsty7pX0g2SnvH23TUHv+bY+RbHYA/md4nX\nbutjsOTJ/N4n+3fzu878HrUs64A4Dlf4Ncfr6TgMoHkRCKivj8hO9/q4McZdg/b7km43xkQlPSc7\nFW0tviTpfxhj7pOUk3Srs/2E7JNOWtI3LctqxxNMI+Z3AefC4ROy75L8o7Os9W8ty/qS16/lo7XO\n7Z9K+mtjzM2y11z+1iL7LPjdtSyrbIz5nOx5zcpOHW7HImCST3PsbH+3pP9ujAlLOiypLSuCy985\n5hjszfwusE6OwdLa5/cOSV8yxjwke/377yyyD8dhH+bY2b5ejsMAmlSgXC4vvxcAAAAAAGgL1AgA\nAAAAAGAdIRAAAAAAAMA6QiAAAAAAAIB1hEAAAAAAAADrCIEAAAAAAADWEQIBAAAAAACsIwQCAAAA\nAABYR/5/y9aHazemFiUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11aa3a5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sw[0]代表非时间因素的jump_power，sw[1]代表时间加权因素的jump_power，当sw[0]=1时与非加权方式相同，具体实现请参考源代码  \n",
    "jump_pd = tl.jump.calc_jump_line_weight(tsla_df, sw=(0.5, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FWNrWyMvbutnQ3sPbTmm1KjQhhCg7ktBabGjoUfbt+wIOx2zmzPkpNptrTOc5HI1UVp5I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\nkv4/w2/HLffGPNUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1090f1d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "demean sum change wave: now:-6.19228571428571 below:-7.3250385023714655 above:7.32503850237148"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tl.wave.calc_wave_abs(tsla_df, xd=21, show=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## C.2 量化技术指标应用: 对量化策略失败结果的人工分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "please wait! load_pickle....: /Users/Bailey/abu/data/cache/n5_train_cn_capital\n",
      "please wait! load_pickle....: /Users/Bailey/abu/data/cache/n5_train_cn_benchmark\n"
     ]
    }
   ],
   "source": [
    "from abupy import EStoreAbu, abu\n",
    "\n",
    "abu_result_tuple_train = abu.load_abu_result_tuple(n_folds=5, store_type=EStoreAbu.E_STORE_CUSTOM_NAME, \n",
    "                                         custom_name='train_cn')\n",
    "\n",
    "# 只筛选orders中有交易结果的单子\n",
    "has_result = abu_result_tuple_train.orders_pd[\n",
    "    abu_result_tuple_train.orders_pd.result == -1]\n",
    "\n",
    "# 随便拿一个交易数据作为示例\n",
    "sample_order = has_result.ix[100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "disable example env\n"
     ]
    }
   ],
   "source": [
    "abupy.env.disable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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c7/5FZdGf0Ub/1t7aufM6W8R7nnmuKvc8Rf+GD31W2FJBuyAFpj4h6cVKTr1r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\nXi0tIGw2N7fo/hf9Us2eb+r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VXVXVw0naSymda6qjgfsLAAAADdHa\n0tLQ8r/4xZ3ZZZdX5fzzL84RRxyVBQuezX77vTkzZ16WU0+dmgkTJua0085MkrS3t+fSSy/Kpz99\nYg488F1JkgULFqw8vW7s2LF59tlnV1nWs3xcFizoWT5u3F+Xt7a2ZtmyZWlra8tjj/1XPvKRD+aZ\nZ57OTjvtnEWLnsv73vfBnHHGP+fccy/M9753dWbP/kNe9rId86lPnbLqPre25gUv6BkldvXV/5bn\nnnsue+01ea3b23bb7fKqV+26Sh3t7e3ZYost0t3dnZkzz8/OO5fssMNLnne89tpr71VGNK3wd3/3\ntnUe59WP04IFz2bevHl56KEHs9dek3PhhZdm/vx5+eEPr13vegsWLMjYseP6HN+e454kX/rSReno\n6Bi09TZGI0/lW5jknCRfTbJzeoKhlt5AKek5PW/zJBOTPNNnvTUt77ts3mpld0yyKMmT/axjnSZN\nGpv29rZ+7SCDq7NzQt1NoIH0b3PbkP71nBja9E9z07/NRX82N/3b3Pr27+j5HQPq74GWP+ywD+fy\nyy/PKaeckAkTJuTEE09MZ+eEzJkzJ9OmnZoZM85OKX89Pe3000/JCScclw996EN585v3zeabT8yY\nMa154Qsn5MknW/LCF07K9tt3ZtmyxSvb0d29NNtu25m//GVS2tu7Vi5vaUm22WbSyn3+yU9uyH/8\nx3/k8stn5nOf+1ymTPn4ypBk333fkL/85eHss8+ea9yPrq6ufPGLX8xDDz2USy+9OGPGjMmWW659\ne0kybtyojB8/euXjixcvzqmnnppx48bl7LPPSltbW0477bQ8/PDDmTRpUi644IKV67a1taazc8LK\nOaY6Oydkiy3GZtSonuP/xz/+Maef3nMC2MEHH5wXvGDzjBrVU27+/PnZYovNs+OO22XcuHE54IA3\nJ0ne8Y635bbbblul/9a03ktesnWWLFm0slxr6/JsvfWWta63IRoZTP0+yezeIOr3pZQn0zNiaoUJ\nSZ5OT9A0YT3L11d2yXrqeK7PsnWaO9cUVENRzxvi/LqbQYPo3+Y2kP7t7HPbc2Lo8pptbvq3uejP\n5qZ/m9vq/bvt8tb89OG/9Ot0vlnPLcx2y1sH9Pz4yU+uz047/U0+9KGP5sc//lFmzvxKjj/+kznp\npONzzDH/mBe8YNvMmTM/v/zlL3LTTT/NSSednGXLliVpzdy5C7PLLrvm2muvy4EHvis/+MGP88pX\n7prNN39RHnzwoTzwwKMZM2Zsbr/9zhxyyIcyf/6iXH/9T7LXXm/KfffNyktf+vLMmTM/J598Yo47\n7sS8+MU7ZPny1ixZsjy/+tX/n6lTP5Ovf/1b6e7uzp13/iL77fe2te7bF74wvXfy8C/k2WeX5dln\n52ennXZZ4/ZWWLBgcUaPXpQ5c+anu7s7J510fPbc83X58If/R556qicjOOGEv47O6rvu8uVdmTNn\nfkaNWrKyz55+emEWL16aOXPmZ+zYF+S88y5eWf6//uuJ/OAH12ebbV6WG264Lq961e6ZP39ptt9+\nh9xww8+yxx6vyc9+dlu22+7Fq2znFa941fPWe+657rS0tOWee+7Ptttul5/+9KYcdtiRta63LmsL\nsBoZTB2eZLckx5RStk3P6KXrSyn7V1V1U5J3JLkxyV1Jzuqdk2pUkl3SMzH6bUkO7H38HUluqapq\nXillSSnl5UkeTM+cVNPSM+H5jFLKOUm2T9JaVdUTpZQVdVyxoo4G7i8AAAA0xLsmTsqMx//cr2Dq\nfz3zVE7ZatsB1f/KV/5Npk+fmiuv/Fq6urpy/PGfzGWXXZwnnpiTf/mXy7N8+fJ0dHTknHMuyI03\n3pApUw7P8uVdee97P5Btt90uH/3oEZk+/cxcc833svnmW2Tq1LPS3t6e4447MZ/85PHp6urKQQcd\nnM7OrfK3f/vm/OIXd+boow9Pd3d3Tj11apLkwx/+H/nc585Me3tHRo8enZNP/my23HLLHHDAgTnq\nqMPS3t6et7/9wOy448vz0EMP5rvf/c4qp/NV1e9y7bXfzx57vCaf+MTRSZIPfOAf1rq9NfnZz27K\nPff8KkuWLMkdd/w8SXL00cdl1113H9DxXJv3vOf9mT59aqZMOSIdHR2ZOnV6kuSUUz6b8877QpYv\nX55tttk2U6Z8ol/rfepTn8m0aaenq6sre+01eeWpiSeeeGxmzDh/0NbbGC3d3d3rL7UBSimbpScQ\n2iE9V+E7OckTSS5PslmS+5N8vKqq5b1X5TsyPXNefa6qqu+WUsYmuTLJNukZEXVoVVWP9c5VdX6S\ntvTMK3Va7/bOTE/41JrkxKqqbi2lvKi3jgm92z60qqoF62r3nDnzG3NA2Cj+GtTc9G9zG9CIqa3+\nOnnknMfnraMkdfKabW76t7noz+amf5vbmvr3+vlP5/Fly/LhSVuudb1vzn0iW7W3520T1n0FOzY9\nr8l16+ycsMaJzxoWTA1XgqmhyQu8uenf5iaYaj5es81N/zYX/dnc9G9zW1v/Xjf/6dyx4Nm8d/MX\nrDJ6atZzC/O/nnkqe48bnwOEUrXwmly3tQVTjTyVDwAAANiEDpiwRfYfNzHXzJuba+fNTWtLS7q6\nu7PzqNE5ZattM6q1te4mwoAIpgAAAGAYGdXamvdv8cK6mwGbhCgVAAAAgFoIpgAAAACohWAKAAAA\ngFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAK\nAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACo\nhWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAA\nAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoI\npgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAAgFoIpgAAAACohWAKAAAA\ngFoIpgAAAACohWAKAAAAgFq0N7LyUspWSX6Z5K1JliW5Ikl3kvuSHFtVVVcp5eNJjup9fHpVVdeW\nUsYk+WaSrZLMT/LRqqrmlFL2TvLl3rLXV1U1rXc7U5Mc1Lv8hKqq7iqlbJnkqiRjkvw5yWFVVS1s\n5P4CAAAA0H8NGzFVSulIcmmS53oXnZfk9Kqq3pSkJcm7SylbJ/lEkjcmOSDJ50spo5JMSTKrt+w3\nkpzeW8clSQ5Nsm+SyaWU15RS9kyyX5LJSf4+yUW9Zc9IclVvHb9OT/gFAAAAwBDRyFP5zklPkPTn\n3vuvTXJz7+0fJnlLktcnua2qqsVVVT2TZHaS3dMTPP2ob9lSysQko6qqeqCqqu4k1/XWsW96Rk91\nV1X1cJL2Ukrnmupo3K4CAAAAMFANCaZKKf8jyZyqqq7rs7ilN1BKek7P2zzJxCTP9CmzpuV9l81b\nT9n11QEAAADAENGoOaYOT9JdSnlLklen53S8rfo8PiHJ0+kJmiasZ/n6yi5ZTx3P9Vm2XpMmjU17\ne1t/ijLIOjsnrL8Qw5b+bW4b0r+eE0Ob/mlu+re56M/mpn+bm/4dfvTZwDUkmKqq6m9X3C6lbdpk\nbQAAIABJREFU3JTk6CRfLKXsX1XVTUnekeTGJHclOauUMjrJqCS7pGdi9NuSHNj7+DuS3FJV1bxS\nypJSysuTPJieOammpWfC8xmllHOSbJ+ktaqqJ0opK+q4YkUd/Wn73LnmRx+KOjsnZM6c+XU3gwbR\nv81tIP3b2ee258TQ5TXb3PRvc9GfzU3/Njf9O/zos3VbW2jX0KvyreakJJeXUjZLcn+Sq6uqWl5K\nuSA9oVFrktOqqlpUSvlKkitLKbemZ0TUob11HJ3kW0na0jOv1J1JUkq5JcntvXUc21t2em8dH0/y\nRJ86AGgCnVtNXHl7zuPz1lGSZqT/AQCaQ0t3d/f6S40gc+bMd0CGIMlzc9O/zW1AI6YGEDYIJuoz\nFF6z+r9xhkL/sunoz+amf5ub/h1+9Nm6dXZOaFnT8kZelQ8AAAAA1kowBQAAAEAtBFMAAAAA1GIw\nJz8HgH7rO4dQYh4hAABoRkZMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQA\nAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFAL\nwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAA\nAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBM\nAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAA\ntRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtRBMAQAAAFALwRQAAAAAtWhvVMWllLYklycp\nSbqTHJ1kUZIreu/fl+TYqqq6SikfT3JUkmVJpldVdW0pZUySbybZKsn8JB+tqmpOKWXvJF/uLXt9\nVVXTerc3NclBvctPqKrqrlLKlkmuSjImyZ+THFZV1cJG7TMAAAAMps6tJq5yf87j82pqCWyYfo+Y\nKqVMGmDd70qSqqremOT0JGclOS/J6VVVvSlJS5J3l1K2TvKJJG9MckCSz5dSRiWZkmRWb9lv9NaR\nJJckOTTJvkkml1JeU0rZM8l+SSYn+fskF/WWPSPJVb11/Do94RcAAAA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q20PhPXmgr+/+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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c846f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from abupy import ABuMarketDrawing\n",
    "_ = ABuMarketDrawing.plot_candle_from_order(sample_order)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HH6WxcT+uvvoGtm3byiuv/J2KVCC3YcN6nn/+WX7607vweDxceuklvPzy33j33bc55ZRT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\n3xAn8JUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x135be4198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from abupy import nd\n",
    "nd.macd.plot_macd_from_order(sample_order, date_ext=252)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NZ6dnon0eE7vdSmure8LtfOc7d5/STk+Pj95e/ymvB4NhOjp66e31YzL5YnL96RSrMTzb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OI6OhtNoV+WZae1y4PdcPBwyqKvVtdtKSjeRlhHo5UpOMBIIqI27fVLua9Na5bhwj4zy4s4Ss\n8HyooG8c+5uvo42PJ3X/3XM8+/mzDYYCwLQlShLwfNOveL7pV0uyr8WwZkMeAJfOdmPQa7lvRzHj\nviAHz3TOeVva+HiSd+zCb7cxWntxVutMzqW5rXTO+5ugqioDz/yE4NgYOZ/6LLlf+D208Us/L68j\nPB+puDx9yfcthLg13bJBTWZKPE8dWMW924ujfSjzpqoq/d1OTElxJJmXZkiBuN5ET83Juj58/iCP\n76+cTBGenZeMOTWe1oYhfOFEAnqdFktxKr1WNzan54btdfS7aO11sq48g4wYSYE60BMKnIvLbn5z\nYtDr0KbEEwSU2r6IVFS/lnnPXjR6PcOHfzvrJ9+91qtV4S80XR0W53SPk2IyTA4HVD4wHLCzf4SR\nMR/VpVefMqcmhT5jM2VAawpPjt678WpQ6jx+jIDDQcq+/ehMSzcUZ6A39LfLCqeTFjdXtioTU7KR\nyxd78Xp87N2QT3KigUNnuyZ79+cidd9+AGyvvjzj56F7aJSzDYOU55snExXMh/tSLd72NpK2bCVl\n7x1R6yXpbAkFNYUzfG8IIUSk3LJBjUaj4c7NhWTHSGap+XA5PLhHx8kpSJHu/SiZCGoAVhensmPN\n1WQNGo2Gquoc/L4gbdfcUFeHhzNNlQXtyPlQXZVYShDQ3+NEq9WQmTPzkKncrCSGUbEPuRnodUX0\nOPTJZpJ37sI30I/97PuzWqdn6OpQtYvNVgLBIKqq4hwdx2yKoyZ8w3XtcEB/IMjPDzcCsL7iatHT\n1HD2sJmCmrY+J6lJcZNBkOr3Y3v9VTQGA2n3TJ8+ejEM9LkwxOlIlXTOs6LTaVm3pQC/L4hS24/R\noOPe7cWMeQMcen/6Qq7TMRYVYdq0GU9zE+66mydQOBvu0b13e/GCvs+tr/wGgIwHPzzvbSyEc3iM\n4wcb6ekYJis3iUSTZN0TQiyNWzaoWQn6wkPPcgtk6Fm0TAw/02k1fOKA5YabkarqbAAa668OQasO\nz6s5VdfP3z7zPl/73kl++NoVHCNeTtX1kZZsZF1F3gMqVgAAIABJREFUbDzdDPiDDA2MkJGdhH4W\niSjyMhIZCg9BUyKYBW1C2l0HAOh67vlZ9QT1WENBzbryDEY9fpq6HIx5/fgDKubEOMrzzRjjdFwK\nV48H+MXhJq50DLN5VRZbLFmT27raU3Pj/IqRMR9P/+wcxy/2MjwyTnlWIqP1dQz+6he0f+uv8Fut\npOy5A33K0mWB8o37sQ+5ycpJmnYelLiRZV0uwOSDiDs3FZBo1HPwdOdklsO5yPjQwwD0/+iHuK9c\nZszr54evXeGFYy3XLWd1hHpuCxcwqX6spQVPUyOm9RswFk2d0GOxWAdH+O1v6nnme+9Se7YbU7KR\nnfsqlvQYhBC3tuWd+muFab4yQP35XirXZFO5JhtD3M1vIrvDT5elBkD0pJjiWFueztqyDAoyb7wZ\nScs0kZmdRGeLDfdo6Ga4INNESlIcl9tDf78Eo46jF3o4q4SqhT+ypzwmEgQADA2MEAyo5OTPbvhS\nfqYJB6A36misH2D3XRXow9Xb/YEg474giQvIOGgsKsK0cROu8+cw19ViWrv+psv3Wt3EGbTs31xA\nbYuVC01WUsLBidkUh16nZV1ZOmeUQVp6nfQOufnt2S4KMk18/sE11xXmvdnws7fPd1PfZqexc5hd\ntovsab1E98HQDbBGrydx7XrSH1raJ+eDfSOADD2bq0RTHJk5SfR2OvCNhwo03721kJfeaePIuR7u\n2zG3IcvxxSVkPPIRrC8+T9fT30bJqeGkaT1BfRz3bi+eHK5qC6eOTjfPf9jp8KE3AUi9+8C8tzEf\nQ/0jPPejswQDKulZJjbuKKJyTbbUTRNCLCn5xokh494A3e12jrym8KPvnOD08bZpn0arqkp7s5WE\nRANZuXLTEi1arYav/s5GDkyT5hhCqWKDQZXLF3uB0LC06pJQT8zt6/L4uy/dRm56IqMeP1ssWdyz\ntXBJjn02+nvmlohiovq6Ni2Bca//ujo9PzvUyJ999wSO0blnkrpW5sMfAY2Goed/fdPemmBQpc/m\nJi/dRHVpGnEGLeeahnCG928OD4uZmPvyi8NN/OgNhUSjnj/86LrJm80JV4efXX/8QVXl7fM9GANe\nHu78LXfYzqNJSCTtnnsp+OOvUvEP36Hwj7+K3ry0PaoTw/+yF1jrZC6Wc52aaxWXpxMMqnS3h+qs\n3L21CGOcjsPvd81rexkPfRj1c1/GakzF0l/Hf+n6DfmjfSjhOi4ANqeHpATDZE2jufLZ7bjOnCYu\nv4DENdXz2sZ8qKrK0TcbCAZU7nxwNb/zua1Y1uZKQCOEWHLyrRND1mzI45Nf2snW20rQG3ScOd7G\nwRfrCQZvvHEb6HUx5vZREq6hIWJX5ZrQELRL19RDefj2Uj62r4Kn7l1FYryerz6+gd+5s5LPP7gm\npv6evZ2hSe85sxziOJEpzBH+Zrl2CFpdqw2318/xiz1Trmtzejh+sXfGYWXGoiIyb9+Nt72NkffP\nTrvckGMMnz9IXmYiBr2OmtJ0+m1uGsI3khNBTXVpOlmp8TR2OQgEg3zx4RpypqjrMtHDM/yBYoz1\nrTaCg/18oedVKt3dtCTkkf21vyTr8ScwrV2/ZHVBPmiwLxTUyEOPuSsKZ+zqCE92T0owkJ9hmlch\nToB3ant5+pid/yx6CNfWfST53Hys5zCN9aEaOKqqYnN6SU+e/3vFceQwBAKk3X1gSb9DlNo++rud\nVKzOYvW63Jj6/hJC3FokqIkxSeZ4tu0p4/HPbyO30EzzlUHam26sSD3xWkmMFGcU00tOiSevMIX2\nZiv28MT17LREHthZgiE8NCszJYH7dhRPztGJBYFAkK42G+bUeMyzTKiRYNSTlmyk2+UlKzeZzlYb\n414/bo+f/nDNlKMXem6o9eL2+Hn6Z+f5wauXaZ1FgoHiJz4OWi3WF349bSa07nA64/xw79HGytCk\n/2PhoColHNRoNRr2bw71jn3sjgrWlk/9mTLF60kw6mnpdeLzXy2o2nDqPE91vUay18WF/M0cX/ch\n0nKi/7kc6HVijNdjTl26LHrLuU7NtXILzMQZdbQog3jDWc/i43QEgio+/+wy700Y9wX40RsK8XE6\nvvLkFrZ88TNkPvEJjKqPpBOvAzDq8eP1BeY99Cw4Po7j7SNok5JI3rlrXtuYD78/wOnjbej0Wnbv\nl/kzQojokqAmRsUnGNh7IFS4r/7C9U+2g0GV5isDaLUaCkvnn/pTLJ0NO0LD095+oyHiqY4XS1+X\ng3FvYM69gXkZidhdXrILzKhqaLx9e38oUNFpNQwOezj1gYKX//HaZfpsofTLXYMjM+4joSAf8+7b\nGO/toevpb+O+cvmGdm0L91SUhnsq1ldmogEGh0MTspMTr2ZlumdrEf/j89u5f+f0BQo1Gg37Nubj\ndrk5ebQWt3KF4cO/ZfWRZzEGfWR+6rPc99+/yJ99cuuMx7/YvB4fzmEP2XnJS/rkfLnXqZmg1WrZ\nuKOYMbePY2+GMuFdLbQ7t2QBjV0OfP4ge9bnYykOfV+n77sTR3I2FUMNDFyom0zvnj7P1Pyud08S\nGHGRuncf2rilyzZWd66HEaeXtZsLSFrAXCAhhIiE2HksLG6QkZ1ETr6ZjmYbwzb3ZFrWpvp+hm1j\nrF6XS5xR/oTLQVlVJpaaHJS6fpTaPlavz4v2Ic2ovTnUG1hcMbdeh/wME/VtdvSmUGHbwT4XPWro\n6fYDO0t4470O/v3lyzhGxrlvRzF9NjdnlUHMiQacbh+91tGbbX5S5kcfI+BwMFp7ka6nv01C1Soy\nPvzI5HyCiaCmJBzUpJjiKMs30xKeJ2S+JtWsVquhIGv6lNV+lxPbb15i0/tn2TBshxaYmF2hanT8\ntvJe/nDvHbNvpEU2MZ9Ghp7N36adRbQ1DdFYP0BpVeZkL6p3PEDyHDJkT6Rury67+gBKo9Uyuv9h\nUl78V4ae/THjn/0KABnzCAzUQADba6+CTkfKnXfNef35UlWVC+91YYjTsXnX8q33JoRYOeSOOMat\n2ZBHf4+TZ7//HvEJBlLSE3AOj6HVathy2/RPlUXsue/RdTQ3DHLyrWZKKjNISIzt+g3tzTb0Bi35\nxXPLrpcXzgLnCacRHuhz0R4Oam5fn8fmVVn843MX+eWRZroGRyefgD+yt5wfva5cVzDzZvTJZgq+\n/FXGWlqwvfwioxcv0PW//pb0Bx4i49GP0t7nJMMcf12PzMbKzMmgJmWW9TPcDQp9//59/FYr2kQT\njtwy2ke1lK8uIr80n6ffHaW4MraG3lxNEiBBzXxptVruemgNv/zBGY6+0UBcVWiejWc8MMOa16tv\ntaHXaagqTL3u9codGzh1uIL1Q82Mvv0mUEDaPHpqnKdO4BvoJ2XffgxpS9dz39MxzKjLy+r1ucQn\nGJZsv0IIMR0JamLcqpocHPYxhgZGcNrHGOhxoqqwflvhrOc5iNiQkpbA9r1lnDjUzMnDzex/aE20\nD2lazuExhq1uSiozJlMyz1Z+OFnA0Ng4cUYdg70u2tQgpng9mSnxaFI1fOPTW/mnX9dyMjwMzZxo\n4PZ1ebxwrPW6gpmzkVBeTsF//Qqe1hZ6/+172F59mX63itOdwZZV199IbqzM5NdHW9BpNdOmllZV\nlYDLhae5CfubrzPW2ABAxsOPkn7/g9jdfr7/LyfJJJ5Pr16N7dw5dmTEVnFLSRIQGanpiey6s4Jj\nBxsxdIaC4bkENU73OB0DI6wpSbshq1lBlomzRTspb+wl5b1D7E1bR7q2ClVVbxgyGBgbw28dQmMw\n4LfbGe/pxtPZgbezk/GuTjR6PekPPLTwE56Dhrp+IHSNEkKIWCBBTYzT6bXs3Fc++XMgEGRsdJzE\npOhkVBILs25LAQ2X+lEu9WNZl0tBSWzOiZoYelYyx6FncDWtc591jNLcZLrbh7ESZE1Z+uTNWmqS\nkT9/chP/8doVTtX1c8fGAvQ6LfkZiSgdw3h9gTmnto0vKyfli39My19/C/ORV6jMu5PSvPLrlinI\nMpGXkYhGo0EdHcV2/Cg+q5Wg201gdAS/1YrPOoQ6fjVts2ndetIf+BAJVVUApJv13LYuj6MXevjN\nibbrzjlWDPS6SDTFYVpANi0RUrM5n9bGIbra7GQytzk15xtDBTxrym4spqvRaCiryucnIwd4qu8g\nu+218HQtjVotWqMRbXw8GqMRrcGAt6cHAlMEUzodxvwCUu8+gCF96Qr2+v0BWpRBTMlx5BenzryC\nEEIsAQlqlhmdTisTMpcxrVbLvvstPPefZ3n79QYe//w2dPrYy9fR3hyaB1BSMfcbpeREA6Z4Pb3W\nUbZbsuluHyYR2PmBJ7oGvY7ffaia+7YXUxiez5KXYeJKxzB9VvfkXJi5ONHp5Z28fXyy63U+1Hcc\nbWA9UDr5e41Gw58+vgH324dp+fM/RfV6rltfm2giLjcPfUYGcVnZmHffhrHwxhpED+ws5tjFnskC\nqnmZsdNT09VmZ9TlpdySueTpdVdCjZoP0mg03PmAhZ9+7z0KA+qcemqOnOtGo4Gd1VP3ZtSUpnOq\nzsy/FjzIOlcLD+V4UD0egl4vqtdDcNSN3+vBWFBIfFk5qs+HPjWVuNw8jEXFxOXlodEv/WW8o9nG\nuDfAmg35ksJZCBEzJKgRYoll5SZTvTGfunM9dLTYKFuVGe1Duo5vPEBPu52MLNO8AmiNRkN+pomm\nbgdp2aFgJUOnZasle8pli3OuBi8TdW5aep0UZJnQz6GAX1BVOXqhB2dSFl23PUzJ8efR/ez7DHTs\nBsA/PIx/2I7PaiXgcKBLTib9kUdJXFONNiERnSkRbfzshnRmpyWyszqHk+EhOHnpsdFTo6oqJ99q\nBmDzLplzFylJ5ngS0+MJDroZcc+ueGx7n4u2PhcbKzOnTdW8riKDdLMRx4gG75Y9FD22IZKHvWiu\nDj278TMthBDRIkGNEFGwam0Oded6aGsairmgprvdTiCgzjnr2bXyMkw0djm4PDhCEJVcYxxxsxhO\nlh9OMvDjNxSOnOvmLz+zDa12dk+CzzUMMeTwsGd9Hvc+sA9ndTb9P/g3hg8furqQToc+JZXknbvI\nevwJ9MmzKyo6lQd2lXKqrp+UpLhp5+cstYZL/Qz1j7CqJicq82kmatT8xa5vLvm+F1u8KY6RQTej\nztkV4Dxe2wvAHRvzp13GnBjH079/W0SOb6l4PT7am62kZSaSkT19xkAhhFhqsXElFuIWk5NvJj7R\nQHuzdcqJwdF0dT7N/MfoTyQLOHKhh1wgxe1jxOUlaYY5HquKUrlrSyENncN0DoxwRhlg+5qZJyJ7\nfQF+frgRnVbDvdtD6WXN23diWrcB3+AAAPrUNHRJSWi0kRnuV5Bp4qn7LJjib575yevx43J4yMxZ\n3BtAny/Au0db0ek0bN9btqj7ms5EjZqVGNSYkowMAe6R2QU1Ewkv1sTovLn5UFWV2jPdBAMqVdU5\nMfW9JYQQEtQIEQUajYaSigyU2j4Gel3k5M+/xyCSVFWlvdmGMV5PTsH8j2kirbPT7cOs05ESUOlo\ntlJ9k6fWAHqdlk/cs4oBu5uvff8UL59oY+vqbLQz3Dy9erKdIYeH+3YUT/b2AOgSEtAVL94wrH0b\nC6Z83eXw0NY0RFujlZ6OYYJBlQ8/sWFRE0NcPN3FqMvLpp3FJKfIvLtISwqnW/aM+ma1vM3lJSnB\nMKseyuXANx7g6BsNNNT1Y4zXY1mXG+1DEkKI68TeDGUhbhGllaHhXe1N1igfyVW2wVFGXV6KytPR\nLqBHI/+abGA5RaE6N7Vnu/GMze6GcGLOStfgKBeahm66bL/NzWvvtpOWbOTDt5XO+5gjRbnUx0++\ne4rjB5voarOTmBSqh9Mfro+zGNyj45w71UF8goFNO6UQ4mIwp4TmW43P4j2sqio2p2dexTRjkW1o\nlOd+dJaGun6y85L52Ge2zNjrKoQQS02CGiGipKgsDa1OEzNBTTAY5MrFUN2Y+aRyvla62TiZkrna\nkkX1xjxsg6O8+Mx5fL7ZZY96YFcpAC+faENV1SmXUVWVnx5swB9Q+fhdVZNV36MlGAxy+mgrer2W\nPQeqeOr3d/Khj4cmf9uHZldUdD7OHG/DNx5g255SjDEyv2elSUkLBSg+z8wpnUfGfPj8QdLnUUwz\n1rQ2DPLcf57FPuRm3ZYCHvnkJqmRJoSISXL1EyJKDHF6CopT6Wy1M+L0RC1Vt9fj5/KFXi6d7cLl\n9BJn1FFcvrCaFxqNhtyMRNr7XFSXppG9MR9VhcsXejl3smNWcz4KMk1ssWRxVhmkrs3G2rIbA633\nGwa51GqjpjSNrZasBR1zJDRfGcTl9LJ2cz5rN4eGpgWDKjq9Ftsci4rO1uiIl/rzPaSkJ7BmQ96i\n7ENAWmoCKiqqd+agxhZOJjBd1rNY5/X4aLjUz/h4gDPH29DptRx4pJqK1ZLtTAgRuySoESKKSioz\n6Gy109ZknbwJXiqqqnL+vU7OvtOObzyA3qClZlM+67cVEp9w88nvs/HI7WV0DoyQnZqARqPhtrsq\n6Gy1ce5UBxWrs2aVOemhXaWcVQZ5+Z22G4Ia73iAZw+FkgM8ec+qmJi0fPF0FwDrt12tbaPVakhL\nT8RudRMMqrPO5jZb7U1WVBXWbipAN4cU2IthJdapmWBKjMMH6H3BGZe1OUP1j5ZjT013u51DL19m\n1BVKXa03aHngsXXkF0mRTSFEbJPhZ0JEUWllKJ3zRMaxpRIIBDl2sJFTb7WgN2jZcUcZT/3+Lvbe\nu4rU9MgUktxQmclDu0sngw1DnJ7b764iGFR56dkLDPTOPMekJDeZ9RUZNHQ5UDrs1/3uRF0fNqeX\n+3YUk5cR/ToxtqFRBnpdFFekk5J2/fCctKxEAv4gLsdYxPfb1hh675RWLWzIoLg5g16LD9D4g9MO\nh5xgc4V7apKXT0+N3x+g9kwXL//8ImOjPrbsLmH/g6v52Ge2SEAjhFgWpKdGiChKToknI8tEV5sd\nr8eHcYb0wJHgcnh44/lLDPaNkJ5l4qHfWY9piSb9lq3K5I77V3H09QZeevYC93907YwZwR7aXcrF\nZisvn2zHUnx12UstoZv5PRtunlFtqTRcChUktKy9MStUejgjm23QTUpaZIJGCKVx7mq3k5aZGBPz\nHFZynRoAv1aDJhhKzGBKmv4zYw331CyHRAG2wVEuX+hFudSH1+PHGK/nvo+ulUBGCLHsSE+NEFFW\nWZ1NMKDSotw8y1ckjI54eenZ8wz2jWBZm8Ojn9y0ZAHNhOoN+dzzcDWBQJCXf3GR1obBmy5fWZBC\nWV4y9a02xsNJBgKBIFc67GSmxJMdAzfzqqrSWN9PnFE3mdXuWmkTQU2E59V0tdoI+IOUVsVGAdfn\nm341WatmJVL1oUvmyAwFOJfD8LPBPhcv/PQcP//301w804VGq2HjjiIe++xWCWiEEMuSBDVCRFnl\nmtDk28b6/kXdTzAY5PXnLuEc9rB5dzH7H1pDnDE6nbUVq7N58LF1aLUa3ni+bsYMcMU5yahAny2U\nQayxa5gxb4CasoUlNIiUrjY7I04v5ZYs9FPUJcnICgU1sxlyN1vBoMqZ4+0AVK6OfpKEW4Em/Ld1\nOTw3Xc7m9KLVaEgJp/OOJZ4xH2+/rvCrH56lt9NBUVkaBx6p4VN/sItdd1ZIjSMhxLIlw8+EiDJz\nagK5BWa624cZdXlv2nPisI+h0TCvoUYX3utioNdFVXU22/dEp+L8tQpL0/nQxzfw4k/Pc+JwE0Xl\nadPWxpmoe9NrdRMIqrxTFwoAa0pjI6i59H43wLTFRZNT4knPMtHRbGN0xHvToUuzdflCL0MDI6xa\nm0NmTvKCtydmpjXqYNSHc/jmc6NsLg+pyXHoFlDrKdKCQZUrF3s5daQFr8dPWmYit99dRWHp4hWE\nFUKIpSRBjRAxYNXaXPq6nVw43cXu/RVTLjM64uUXPziN3xckLTORvKJU8gpTyC9KwZRsZNwbmLJG\nyURhxktnu0kwGbj9nqqYyBQGkFuQwur1udSf76WhboDV01Qpz8sMzUO53G7jX3/TR1BV0Wk1rJ5h\nPs5ScDk8tDdZycpNIjtv6uBCo9FQsymfY282cvlCL1sXWCS0p3OYE4eaMMTp2LmvfEHbErOnD3++\nHDcJagLBIMOuccoLzEt1WDNyDo/x5gv1DPa5MMTp2L2/grVbop8tTwghIkmCGiFigGVdDmdPtFH3\nfjcbdxSRaLpx2ErtmW78viCZ2UkM293Yh3qoP9cDgE6nIRBQKbdkcecDFuKMejxjPs6/10ntmS78\nviBJZiP7H1wdkXTNkbRldwlXavt490gLhSWpU9brmeipOVnXT1BVuWNTIdstmSTFwLlcvtAbSqm8\nueCmweKqmhxOHWmh7lwP1RvySJxnb41zeIzXflVLMKhy3yM1Een1EbNjTAx9Lh326YefOUbGCaoq\n6Us8V206qqry1qsKg32hXtpd+yvkPSOEWJEkqBEiBuj1OjbvKuHYm4389LunMCUbMSXFYUo2kl+c\nSnaembpz3SQkGnj0U5vQaDQM9Y/Q2+mgr8uBy+khGFRpUQYZ6HVStioTpbaPcW+AxKQ4dt1Zwpr1\neej0sfdkNskcz659FbxzqInXnrvEo09tQq+/fl5KWrIRY5wO73goUcBjd1WRqI9+b9NEggC9QTtj\nYcI4o55NO4p471gbL/3sAo98YtOcA0xVVXn79QbGvQH23W+hZIqkBNG0kuvUAMTH6xlFvemcmlgr\nvNnaMERPxzDFFenc/eHqaB+OEEIsGglqhIgRa9bnYR9y09ftYHTEi6MzNMSlsX5gcpnte4snb/hz\n8s3k5JthR6jQYzAY5PTxNs6f6qT2TDfxiQZ27y+lZlP+lJPXY8m6rQUMDYyg1PbRWDfAmg151/1e\no9GQn5FIa6+LlKQ4inOTGRoamfN+/L4AzmEPCSYDCYkLn8Q92OfCOeyhsjobQ9zMbbx5dwljbh+1\nZ7upP9/D5l0ls96XzxfgvaOtdLXZKS5PZ/X6qYfqicUTH6fHDrhHvKiqOmXPXCylc/b7A5w43IxW\nq2H3/spoH44QQiwqCWqEiBE6vZY9B6omfw4EgrgcHprqB3A6POQVpmCZZs4JgFarZcfeclavy2Ww\nb4SSinQMccvjI67RaNi+t4zGun4unO5k9frcG24Y8zJMtPa6qC5Jn/WcIOfwGPXne+nvceKwjzEa\nLoqo02vZsruEtZvzF1QbqOlyKOCsnKGXZoJGo2HbnlLqzvXQfGVw1kFNR4uVo2804nJ4SE6JZ++9\nq2JmXtS1VnqdGmOcDi9gCqi4R8anTOphc4XTOcfA8LOLp7twOTxs2FZIWkbk6iMJIUQsWh53PELc\ngnQ6LanpiWy9vXRO66WkJUa0wONSSUo2UrE6i8b6Abra7BR9IF1zUXYSAGtnmcbZOjjCcz88SyAQ\nqv6eZDZSUJJKcko87c1W3jvaypl32jAlGdHpNOh0WrQ6DVqtFq1WgyFOR3FFOqtqciYDH1VVsVvd\ntDdb6Wiy0tvlIM6oo7h89lnYjPEGCkvT6Gix4bDfvBine3Sc4wcbab4yiEYDG3cUsfW20ln1CkXD\nRI2alRrUJMbrmahQ43J4pg5qYmT42ajLy9kT7cQnGthy2+x7BIUQYrmSoEYIETPWbyuksX6AU0da\nKChJvS7F876NBaSY4ti+JmdW22qs6ycQUNlxRxnrthZiuGYIntfjo/58L02XBxhz+/D5AgQDQYJB\nlWBAJRgMBUIdLTbeO9pGzaY8tDotTfUDOOxXM19l5yWzZXfJnOcqVazOoqPFxvn3uth2e+mUiSH6\ne5y88fwlRl3j5OSbueO+VWSEAzsRHWV5Zt5GBTQ4HR4S0hL47ZlO7tlWxESloFgpvPnu2y34fUFu\nu6tyQb2RQgixXEhQI4SIGdl5Zixrc1Au9XPxdBcbdxRP/s4Yp2NnzeznkbQ2WtEbtKzfWnjDnCJj\nvIFNO4vZtLN4ynVVVWVsdJwrtX2cf7eTc6c6gdCwtXJLFiWVGRSXp08ZjMxG2apM3jnUTP25UAa7\njCwThWVpWNbmkpGdRH+Pk5eePU/AH2TnvnI27iiKyeFmt5rKghSCWi0EQz01p99p49D7XTR0DvPt\nP9oLhHpq4vTaqGbm6+9xolzqJyPbxOr1eTOvIIQQK4AENUKImLJrfwVtTVZOvtVCT4eDnfvKSc8y\nzWkbdqubYaubsqrMeSVJ0Gg0JCYZ2byrhJpNBQz0Ogn4g+QVpUTkqbcx3sBjn91C85VButrs9HYO\nYx0cpfZMN5VrsmlvthLwB7nn4RoqVmfNvEGxJAx6Lfl5ydDtor/fxYk2GwCNXQ7+7cVaPra3HKvT\nQ5o5PqpB6KWzoWKwu/dXotVKMCyEuDVIUCOEiCkJiXF8+IkNHP9tU2juSosVy7pctu8pm3IOw1Ta\nGocAKF2VueDjMcbrb5jfEwnm1ITJ3iK/L0BHi43jBxtpqOtHr9ey736LBDQxaHVlJq3dTprb7Ix5\n/RzYVkR9m41XT7SRmmhgZMxHcU70hgkGg0Ham62YkuMoKEmN2nEIIcRSk6BGCBFzMnOSefjJjbQ3\nWzl1pIUrF/vobLXx5H/ZMWPPS8Af5NL73ej0WkpjrI7LdPQGHeWWLApK0hi2ucnINt1Qq2c5WOl1\nagDWVWRw+e0WDF4/GuDuLYXs31LIX//oDM/+thGA9OToJQno7XTg9fipXJMvQxaFELeU2KvEJ4QQ\nhIaAlVZm8juf20bNpnxGXeM01PXPuN7li72MOL3UbMqfc3HLaDPG68nJNy/LgOZWUZidRE5OMno0\nfOH+1WSmJpCdmsCfPbUVwjFENJMEtDVZASitWngvpRBCLCcS1AghYppWq2HL7hK0Wg0XT3ehquq0\nyzrsY5x5pw29XjttEgCxeL518puTtWpWssqK0HDE4tSEydc2rsrm8f2hOlPFOclROS5VVWltGMIQ\np6OgWIaeCSFuLRLUCCFininZSOWabOxWN+dZDJldAAAMyUlEQVROddzw+4A/SENdPy8+c46xUR87\n7iifd2YyMX/PN/1qslbNSpaWEUpcYR9yX/f6gW1F/P0f3c6mKPWSDPWP4HJ4KK3MmHOacSGEWO5k\nTo0QYlnYtqeU7o5h3n27laSkeFaty8Hl8FB/vof6C7143D4Adt1ZwfpthVE+WrGSpWWECqbarKM3\n/M4cxWC66fIAABWrs6N2DEIIES0S1AghlgVzagKPfGIjL/z0PIdfvUx3px2ltg9VDc1F2bC9iJpN\n+aSkJcy8MSEWIDUc1HywpyaaVFWl+coghjgdReVp0T4cIYRYchLUCCGWDXNqAvc8XM2Lz5znysU+\nksxGtt1eSuWa7HnVoxFiPgwGHebUeGxDN/bUREtPxzAuh4dVNTmSaEIIcUuSoEYIsazkFabw4cc3\n0KQMsH1P2bLLcCZWhoysJFobhxhxekgyRy+FM4R6ad472gpAzeb8qB6LEEJEiwQ1QohlZ8PWIvKl\nsGDMuRXq1EzIKTDT2jhEX7eTyggENc7hMbrbhxlxeRl1eRlxeRkbHQegsDSNDdsKCQZVEkxx6HTX\nJwFoUQbp63ZSVpVJbkHKgo9FCCGWIwlqhBBCiDnKLTAD0N/tpHLN/Cbmq6rKhfe6aLjUh3XwxqFs\neoMWVQ1lNTv/bicAGk0oG6A5JR5zagLGBD21Z7vRajVsv6Ns/ickhBDLnAQ1QgghImKiRs1f7Ppm\nVI9jKWTlJqPVaujrdsx7Gw11/Zx8qxmtTkNxRTolFRmkpidgSjZiSjISZ9Tj9we4eLqL3i4HcXF6\nRke8OIc99HQ66OkM7TvOqOPeR9eSnmmK1OkJIcSyI0GNEEKIiJioUXMrBDV6g47MnCSG+kfw+wJz\nXj8QCHL6WBtanYYnfnc75tSps/bp9To27yq5cX1/EJfTg3PYQ3qWiaRk45yPQQghVhKpziWEEELM\nQ25BCsGgSn+Pc87rXnq/G5fDw9pNBdMGNDej02tJTU+kuDxdAhohhECCGiGEEGJeSirTAXj3aCvB\noDrr9VwOD6ePtWGM17N5d/FiHZ4QQtxSJKgRQggh5qGwNJ2K1Vn0dzs5807brNbx+wO89eoVfOMB\ndu+vICExbnEPUgghbhES1AghhBDzdPs9VRjj9Rx69TLO4bGbLjvu9fPqL2vpbh+mpCIdy7rcJTpK\nIYRY+SSoEUIIERFnn7p0S9WqAUg0xXHb3ZX4xgMcfaMBVZ16GJpnzMdvfnaB7vZhyqoyOfBoDRqN\nZomPVgghVi4JaoQQQogFWFWTQ8XqLDpb7SiX+m/4/eiIlxefOc9Ar4tVa3M48Gg1er0uCkcqhBAr\nlwQ1QgghIuJbJ785WavmVqLRaHjwo+sxxOk4cagJ94h38nfjXj8vPXMe2+Ao67YUsP/B1Wi1cukV\nQohIk29WIYQQEfF8068ma9XcalLTE9lxRxlej5/3T3YAoKoqR99oYNg2xrqtBdx2d6UMORNCiEUi\nQY0QQggRAdUb80kyG7l8oZcx9zhKbR+N9QPk5JvZdWeFBDRCCLGIJKgRQgghIkCn07JxexF+f5DD\nr1zh2MFG4ow67v7wGnQ6udwKIcRikm9ZIYQQIkJWb8gjJS2BjmYbfl+QffevxpyaEO3DEkKIFU8f\n7QMQQgghVgqDQcdjn9vKYK8LVVUpKEmL9iEJIcQtQYIaIYQQEXGr1aiZjsGgI784NdqHIYQQtxQZ\nfiaEEEIIIYRY1iSoEUIIERG3ap0aIYQQ0SdBjRBCiIi4levUCCGEiC4JaoQQQgghhBDLmgQ1Qggh\nhBBCiGVtVtnPLBbLDuDbiqLs+8DrXwG+AAyGX/o9RVGUiB6hEEIIIYQQQtzEjEGNxWL5M+ApYHSK\nX28BPqUoytlIH5gQQgghhBBCzMZsemqagY8AP57id1uAr1ksllzgFUVR/iaSByeEEGL5kDo1Qggh\nokWjquqMC1ksllLgZ4qi7PzA638JfAdwAs8D31UU5eWbbcvvD6h6vW7eByyEEEIAUFoa+n9bWzSP\nQgghxOLQzGXhWc2pmYrFYtEAf68oiiP88yvAJuCmQY3d7p7vLuclKyuZwUHXku5zpZE2jAxpx8iR\ntoyMSLfjRI2av9j1zYht82bSg6GHcrYYeC/IezKypD0XRtovMqQdI2c+bZmVlTyn5ReS/cwMXLJY\nLEnhAGc/IHNrhBDiFiV1aoQQQkTLnHtqLBbLk0CSoijft1gsXwfeArzAIUVRXo30AQohhBBCCCHE\nzcwqqFEUpQ3YGf73M9e8/mOmTiAghBBCCCGEEEtCim8KIYQQQgghljUJaoQQQgghhBDL2qxSOgsh\nhBBCCCFErJKeGiGEEEIIIcSyJkGNEEIIIYQQYlmToEYIIYQQQgixrElQI4QQQgghhFjWJKgRQggh\nhBBCLGsS1AghhBBCCCGWNQlqhBBCCCGEEMuaPtoHMBWLxWIAfgCUAkbgW0A98ENABS4Bf6AoSjC8\nfBbwDrBeURSPxWJJAX4CmIE44KuKopz8wD4SwstkAy7g04qiDFoslrvC+/MBA8CnFEVxL+oJL4Jo\ntuE1v/96eHsfX7wzXXxRfj9WAv8SXs8LfFxRFOuinvAiinJb3g38T8AP/FZRlL9Y3LNdPEvRjtfs\n61HgMUVRngz/vBP4B0Lt+KaiKH+1SKe5JKLcliviejMhAm1pAp4B0oBxQp/d7g/sY8Veu6PZftf8\nXq7bC38vrpjrdpTbcc7X7FjtqfkkYFUUZQ9wH/BPwP8G/iL8mgZ4GMBisdwLvAnkXrP+V4FDiqLc\nAXwG+M4U+/gSUBve3o+Aicb6Z+ARRVH2Ao3AFyJ7aksmmm2IxWK5H3gwwucULdFsy++H97OX0Jfk\nqsie2pKLZlv+HfApYBewz2KxrIvsqS2ppWhHLBbLPwB/w/XXin8BngRuB3ZYLJZNkTutqIhmW66U\n682Ehbbl7wJnw+3xE+DPptjHSr52R7P95LodubZcSdftaLbjnK/ZsRrU/BL4RvjfGkJR2hbg7fBr\nrwF3h/8dDP/bds36/wf4XvjfesAzxT5uB16fYnv7FEXpn2Hd5SBqbRh+SvF7wF8u9CRiRFTaMvz0\nIhv4kMViOULog/3eAs8l2qL52T4HpAMGIB4ILOA8om0p2hHgBKELDgAWi8UMGBVFaVYURQXeuGY/\ny1VU2jJspVxvJiyoLRVF+Xvgr8M/FgPDU+xjJV+7o9Z+ct2OTFuuwOt2ND/Tc75mx+TwM0VRRgAs\nFksy8CtCUdvT4YsohLqnUsLLHgwve+36w+HXcglFhn88xW7MgGOK7fWG1/0IcCdX/5jLSrTa0GKx\nJBF6UvkpYE1ETypKovh+TAdqgD8K7/PfgE8T6gpelqL52QZqgZcBK3ARuBKh01pyS9SOKIryc4vF\nsu+al8yA85qfXUD5gk8oiqLYlivmejNhoW0Zfj1gsVgOA+uAe6bYzYq9dker/eS6HdH34oq6bkfz\nM808rtmx2lODxWIpAt4CfqwoyjOEIsAJyUwd7V27/jrgEPB1RVHetlgslRaL5Uj4v88TujAnT7U9\ni8XyFeBPgPsURVmOT3uAqLXhAUJdjz8H/h7Yb7FY/nskzysaotSWNsClKMpb4S+Ql4GtET2xKIhG\nW1osllTga0CNoigVhIan/ElET2yJLUE7TuXatp3VfpaDKLXlxLor4nozYaFtCaAoyn5gD/DcrXbt\njlL7yXV7GvNoyxV33Y5GO873mh2TPTUWiyWH0Li8P1QU5VD45XMWi2WfoihHgPsJNfB061cT6jJ7\nXFGUCwCKojQB+65ZJhV4gFC34P3AsfDr/w+hrrW7FUUZi+yZLZ1otaGiKL8Gfh3+/T7gi4qi/M+I\nntwSi2JbjlkslgaLxbJHUZRjwF6gLtLnt5Si+NkeA0bC/wH0AlkRO7ElthTtOBVFUZwWi2XcYrFU\nAC3AvcByTxQQlbYMr7sirjcTItCWXwO6FEX5MaHPauBWunZHq/3kuj3l+vNtyxV13Y7iZ3pe1+yY\nDGqArxPKlPANi8Uy0YX8ZeAfLRZLHHCZUDfYdP6G0Pi7fwh3gzkURXn4A8t8F/hPi8VynFBGhifD\nf7y/BN4HXguv+3NFUb4bmdNaUlFpwwgefyyJZlt+HviOxWLRA63An0fgfKIpKm2pKIrXYrH8CfCm\nxWLxEHqy9JkInVM0LEU7TueLwE8BHaHsZ+/O4/hjSVTacoVdbyYstC1/QOiz+3lC76/PTrHMSr52\nR6X9InXwMSaabbmSrttRacf5XrM1qqrOtIwQQgghhBBCxKyYnVMjhBBCCCGEELMhQY0QQgghhBBi\nWZOgRgghhBBCCLGsSVAjhBBCCCGEWNYkqBFCCCGEEEIsaxLUCCGEEEIIIZY1CWqEEEIIIYQQy9r/\nBZ6kPDpzWtjjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x137f4bda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nd.boll.plot_boll_from_order(has_result.ix[100], date_ext=252)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x7atG8dTf9/JFdhlTRib3yjzPB68/iMsbCfTq3AE06iAWo65FMFNYWktYURje\nif05BbUnABgan9niWGcCHZVKxeAUM/YTNfj8IWL0zTM/eo2Ob9luwDZgBH/NWcdrOW9R6alk4fCv\ndzg3ce4ko9MBt9vNihWruO22O1i/fh3Llz/FsmWPsnHjBsLhMA6Hg2eeeZa1a18hFAqRnX242ftH\njBjFjh1bAdi+fQterweXy4XZ3JhKNRpNuFwt/xIghBD93e7bD0kvHSHOQXG5E4tRR4rVADRmdNze\nIIWltQxNi2N0ppUUq4G9ueX4/BduVbaqWl/D1y5vgBqXv9WKa/nR/TlpHe/PKXREAp2suFYCHU3H\ngQ5EKq8pNC4zbM3klAn8bPqPiNNb2Hpyp5SfPk/6TUZnQPrV7WZfuiI52UJ5eV3HA4GRI20AmM0W\nsrKGolKpsFgs+Hx+1Go1Op2Oxx57FIPBQFlZGcFg82ooS5c+xNNP/z/++c/3uPzyWcTHWzGZTLjd\nroYxbnfzwEcIIYQQwusPUuHwMjrTilqtIlavaQh07EXVKAqMyRyASqXi0rGpvP9pIfvzK7h0zIW5\nD6SqztvwdTSz1Vohgs5WXAsrYQprT5BqTMakM7Y43pDRaaeXDjSvvNZe8YNEwwAmJo9j+8nPKKg9\nwQjr0HbPK86dZHQ6oFKp2jyWl5fL1q2beeKJJ3nooWUoSsv/EHbt+oz77rufNWteQK3WMH36ZWRl\nDaW4uIjaWgeBQIB9+/YyfvzEnrwMIYToFdJHR4izd7K+Z0xGcuRB2hCjbai6ll2/P2ds1gAALhsT\nqRT2+ZHT53uaPcrjC/LPnYX4A6GGjE7TJ7P4M0pLK4pC/qlaBlhiSIiLbffcpa4yvCFfq9kcAG19\noPP5kdMcKWy7J87g1JYFCdoyPnE0AIcqsjscK85dv8no9EUZGYMxGAwsWXIXAImJSVRUlDcbk5mZ\nxeOP/xK9XkdW1nAeeeSnaLVali59iIcffoBwOMyCBYtITk7pjUsQQogeFe2h84vLH+vdiQjRD5VV\neQAaSksbYrTU1jfJzD5ejV6rZlj98qz0ZDMZySYO5FdS6/IRZ2qZ6eiPth8s4e0tx7AY9Q2FCAYm\nGimpdAMte+hUOrzUuvxcYut4r1JeTQHQ+v4caMzovLejELNBx8qls1rsB/KfPk2S10uqrxL9nkIK\nd7yKOjYWw8hRGEbZMIwYicbYmC2yDRiBTq3lUGU214+4tpN3QZwtCXTace21Cxu+njFjJjNmRIoK\njBxpY+W+9wFgAAAgAElEQVTK1QCsWvV8u+cYN248f/rTqy1enz17LrNnz+3G2QohhBDiQhJtiDnA\nEslMGGI0nK4K4nD5OVnuYlzWgGblpMcPTaS43MUvXvycm+aNYHhaHAMTjWjU/XcBT1l1JNgrLnPi\n8UeyWZmpliaBTvOALppVGTLQ0uG5d5ftA2B84phWj+uaBDVOT4Ds49VMGJZIyOfDsX0bNZs/wVcY\nCZburB8X0GpRwmG8+XlUf7gRVCpiMgY3Bj4jR2EbMJJDldl8XrKbywZN6+SdEGdDAh0hhBBCiD6o\npr4hZnR5liFGSyiscCC/AoDRQwY0Gx9dbe/0BHn5gxwgkpXISDZz1aWZXD6m/60eqaipD3TKnfiD\nYTRqFZkp5oYlevFnZK5KqyIB0KBEU7vnrfRUk1dTwEjrMAbEWlsdc2ZPop27C0j94kPyd35KyOUC\nlQrTxEloE5M4VFjN0Vo1Ny5dTHJyPJ78PDy5djxHj+I9lo+v6AQ1n/wbgK9Nm8yxMbH8NectjDoD\nE5LGdv3GiE6RQEcIIYQQog+KZnSiWQuDPvLYtsceWSY/Niuh2fjC0ki1sTGZVqbaUjheWseJ05F/\na/9xiLQB0zuV6ehLKhyR5WpFZU68/hCZqWYGWBqDmzOXrpXUBzoDE1oWF2jqy9N7Abh04NQ2xzRt\nEqpCYe/RCmYX/geDNY74KxYSP2ceusREAHZ9Wsiurce43KshNTYW07jxmMaNByAcCOArLMCTe5S6\nXV/g272Pe10j2K2u4vDeZ4lJmUhSQhqWGTPRJSS0OhdxdiTQEUIIIYTogxxOX31DzEh/PkNM5LHt\ncGE1hhgtQ1Ibg5ZAMExefbWxGL2WK6dlNBw7eKySp9/cz7++LOKeb/Sf7IGiKJQ7IhmdaP+cEelW\nzMbGfoVnFiMorXSjVqlIGWBo97xflO5Bq9YyOXlCm+OaZnTGuk9w2DiE2m/ew5xbr6SyfkldVPTz\novNtSq3TRZaujRyFdf5VFD+9Am9OHg0h1pFPqQAq3n2HhAULSVx4Hap+vNywL5FARwghRI+RHjpC\nnL0alx+LSd+wx8ZYH+gEQ2EmDEtArW6sP5Z30kEgqADgCzTv0TJuaALpyWa+yD7N4itGEG9qHhz0\nVXXuAP5A84q2IzPiMRuaBDqtLF1Ltsa2KBrQVLHzFKXuMqYkT8CoazsgarpHZ1JVDoeNQ8hVJaLW\ntnx8Tq7vc1Re0zLQaUodG8vgZT/Dd+I4iqKQU3mU9wv+RbpTzVdywlRt+AfB6moGfveuds8jOkfC\nRSGEEEKIPkZRFBxOP9YmQYkhpnEp1Zn7c6LljzVqFd4zmoaqVSoWzBpKMKSwK7v/lJ+OBg1Nl6o1\nDXTMBl2zrEud24/TE+hw2doXpXsAmN7OsjWI/Ayihmg9GGM07M+vaPZ6VFJ8pGBERY23xbEzqTQa\nYocOwzBsOFOmX8PkS77G7iw1pfcsRJ+eQe2ObfjLyzo8j+iYBDpCCCF6jPTREeLseP0hfIEQ1iYP\n+bExjZmEsWcEOrlFNahUEKvXtMjoAFw2fiAAhwra7gfT10SXgU0aHtkHk2yNJd4cg8UQCf5aLFuL\n7s9JbDvQCSthdp/eh0lrZFyird3Pr6xtDFoSv/51JgxPoqrWR2FJbYuxZoOOWL2GilaWrnVkVtql\nAHzpPErCNdeCouDYsrnL5xEtSaBznrz55t947rnVDd//618f8r3v3cGSJXfx1FPLCYfDhMNhnnpq\nOffddydLl95LcXFRL85YCCHO3fq8dQ29dIQQnRctRNB0mVl06VqcSU9aUmNVsWAoTEFpHRnJZmL1\nWnz1ZZibShlgZFCikZwT1QSCLRuc90XR7Mj4YYkMT4tj9oRBAOh1asYPTWDKyKRm40srO664VlR3\nEoe/jknJ49Gq29/BMXOkFXPIw7eqPsV6xZUNAdeuVpqyqlQqkuINlNd4W834tCchdgDD4rPIrTlG\naPwo1GYztTu2EQ4EunQe0ZIEOj3M5/Py+OO/4J133mr22tq1z7F69R957rk/43Q6+fTTbWzbthm/\n388f//gS3//+A6xZ83QvzlwIIYQQZ2vDjgL+s7v4rN/vaCgt3ZjRiRYjGDNkACpV4/6c46V1BIJh\nRmTEE6vXtFi6FjVuaAL+QJi84pqzntf5FM2ODEww8uh3LmHhrKFAJKh4+FuTuXHu8Gbjo7112lu6\nlltzDADbgOFtjolSbfmIpQVvMX3+VNQxMYwflohKBbuOlLY6Ptkaiy8Qos7T9QDlktTJKCjsq84h\nftZsQnV1OPfs7vJ5RHP9phjBB0XlHKxydsu5NBo1oVCYCQlmrhncdufcjRs3sGPHVnw+H5WVFSxe\nfCvbtm2hoCCf++9/kDlz5vH222+wZcsmPB4PVquV5ctXoNM1bpLz+fxcc803mD79Mo4fLwRAp9Pz\n/PN/JjY2sp4zFAqh18fw+eefctlllwMwfvwEcnKyu+V6hRBCCHH+hBWFDZ8WYjXHNKt+1hU1rvpm\noU2WZw1LiyM9ycTcSWnNxuYWR6qtjUyP53hpHb5A6xmb8UMT+feXxXx5tJwxWX2/jHF5fUYnuv+l\nI/aiajRqFYNTzG2OyauJNPgcbh3a7rn8pSVUf/JvdEnJWK+8CogsTxuZHo/9RDV1bj8WY/Olc00L\nEsQZu1bwYVLyON48+i6HKrKZNXch1R99iGPLJuIum9Gl84jmJKPTAbfbzYoVq7jttjtYv34dy5c/\nxbJlj7Jx4wbC4TAOh4NnnnmWtWtfIRQKkZ19uNn74+LiuPTS5r+karWahIRI+nPdutfxeDxMn34Z\nLpcLk8ncbFww2DL9LIQQQoi+q87lJxhScHnPfulRTV3LjI7VHMP/3XMZY87YnxMtKz0iI54YnYZg\nKEww1DLYsWVaiTPq2LTnJGs3HMHj69vPGOU1HuJNevQ6TYdj69x+CkvqGJEe35D5OlNYCZNfU0BS\nbEKbTUIbPvvttyAUImnxt1DrGoOWSSOSUJRIye4zdaUgwZmsMfGkmweRV3MMJSkB45hxeI7a8Z06\n2eVziUb9JqNzzeDkdrMvXZGcbKG8vK5TY0eOjGxUM5stZGUNRaVSYbFY8Pn8qNVqdDodjz32KAaD\ngbKysk4HJuFwmGefXUVR0XF+/evfolKpMJlMuN3uhjGKoqBtpYShEEIIIfquqrpINsbjCxEMhdst\nddwWR31G58wN92cKKwq5xTUMsMSQGBdLrD4SFPgDoRafG6PT8PPbp/HH946w83Ap+Scd3HfdOIYO\niuvy/HpaKBymqtbH0LTONTg9UliNQmR5XltKXKdxBz1MTBrX7rm8xwtx7d1D7PARmKdOa3Zs4ogk\n3tqcz/68SmaOH9TsWDSjczYFCQDGJtg46SwhtzqfIfOuwJ19mMr17zDoB0ubLVUUnScZnQ6094uV\nl5fL1q2beeKJJ3nooWUoSuc39z311HL8fh9PPvm7hiVsEyZM4rPPdgBw6NBBhg0bcW6TF0KIXrb7\n9kPSS0dcdCodjX/Rd53Ffg2A6rro0rWYdscVlzmpcwcYW79vJ6Y++9HWPp2UAUZ+9l9TuXbGEMpr\nPCx/dTcbPztOuIsb6Htada2PsKI0BA8dOVQQybCMH9Z2oLO37CDQ/rI1JRSiYv3bACRed0OL58C0\nRCOpCUYOFVS2yJol1c/1xOmz22oRrQJ3pOoo5ilTMYyy4dy7m+qPPjir8wkJdM5JRsZgDAYDS5bc\nxUMP/YDExCQqKso7fJ/dnsP77/+DY8fy+eEPv8/SpfeyZcsm5s69Ar1ez/e/fxerV6/khz98+Dxc\nhRBCCCG6UzSjA5zVxnSfP8TBY1XEm/RYOwh0jhRWAzC2fs9NTH1Gp7US01FajZqb5g3nkVsmYzbq\nWLc5n9+9vq8huOoLoj10kuI7DnTc3iAH8isxG3RkpraeATpeW8RHxz8hXm9hcnLrGZ1AVRXFv/st\n7kMHMdhGYxwztsUYlUrF9LGpeHyhhr1RUYMSjKQnmfgyp4zjpZ1bOdTU0PghxGpiyKk6ikqtZtB9\nP0BjtVLx9lu4s490+XyiHy1d6w3XXruw4esZM2YyY8ZMILKcbeXKSKnoVaue7/K5bLbRbNu2q9Vx\nP/nJz892ukII0edEe+j84vLHenUeQpxPVU36rzjdXQ90Ps8+jccX5OpLslCr21+ydOR4pC/OmKzI\nvp1oRqe9QCdqbFYCT9x1KS9tzGFfXgX/++cveHDxRIanxXd5zt2tvD4rltyJQgRvfJJLnTvAdbOH\nom5lJY436OPlw38nrIT5zthbMOpaVmVz7t9H6UsvEnY6MU+7hNQ77myWzQkGQpSerKWmyo26JhIQ\nvr3hCFdPGMTgYQkMTI9DrVZzy1Uj+d3r+/j7v4/y09umdmnJmVatJdOSwdGafLxBL7Hx8aQtWUrR\nb5/k1B+fZcgvH0OXmNTxiUQDyegIIYToMdJHR1yMmgU6XczoKIrCJ7uLUatUfGVyertjA8EwR0/U\nkJ5kasj8RPfo+NpYunYmi1HPA9+cwG1Xj8LlDfDHfxzuE0UKovtckjpYunYgv5JtB0rITDGz4PIh\nrY5Zl/seZZ4Krsycy+iEkc2OKYpC+bo3ObX6GRSvl5TbvsOg79+PxmhqOL7/iyJeffYzNry+n20f\n53LyUAlq4JTTx56dJ/jHa/t46fc7+Gj9IdQOH1MGWykodvBFK/12OpJhiVTUK3aWAGAYPoKUb/8X\nYaeTU8+uIRzwd/mcFzPJ6AghhBBCdKPK2sYlYF0NdPJP1XKizMk0WzIDLG0vW1MUhbe35OMPhptt\nwI8uXYvu0XEF3Ow+vQ/KQowy2RhoSmlxLpVKxZXTMqhx+vjnzuO8tTmf73zN1qV5d7do5bJka9sZ\nHbc3wCsf5qBRq7hrwZhWiz7sKTvAzpJdDDansWjY11scd+3fR/WHG9GlppL2/fuJGZzZcExRFLZ9\nnMvhvafQx2iZND2DpFQzQ4Yl8fw/D7M/v5LLvjYSZ7mLE/lVHLNXcMxegRaYjJrdG3I48p98zOYY\njGY9RrMekzmGlDQLg4cmoGllvoMtkeC2qO4kI+r3EsXPnYe34Bi127dRteE9km68qUv38mImgY4Q\nQgghRDeqqmvM6HR1j86mPZEmo/OntJ/N2bCjkI93FTEo0dgskxFdupZXVcSuQx9ysPwwQSWa3dnA\nLbYbmZPeem+W62YPZVd2GTsOlrB43jD0OjUadcelnXtCucODRq0iwdJ2oPP3/+RSXefj+jlDW92b\nU+2t4W85b6NX67hz3LfRqps/9oYDAcrf+Duo1aTd/yAxaY39iUKhMJs25pB7uIyEZBMLvzURY33W\nLDnZwpCBFvbnV2JIMDJ1SjqKouCo9lBcUE2tw0NOfiXllW50ikJNtZuKsuYFClQqUKtVkaVtKtDp\nNCSmmEkdZQYFiutONRmrIuXbt1O36wuc+/ZIoNMFEugIIYQQQnSTQDCMw+nHEKPB4wt1aY9OrdvP\nrpwyBiUaGX1Gr5ymPv7iBO9uLyApPpYf3zKloXGloigcdRyNjCnYijb5JINMqcwYdAmDk1L48+43\necO+nnJPBXF6CwZNLLHaWAz1/9xBL+pRn6IJVfDjHRtRoWJm2qUsHnUdOvX5fWQsr/GSEBfT5h6l\n/XkV7DhYypBUC9fOaH3J2idF2/AEPdxiu5HUVjJZ1R/8k0B5Gdarrm4W5ABs/1cuuYfLSE2LY8HN\nE4iJ1TU7HquP3A+vP7LMT6VSYU0wYk2I7P+ZMiuLn73wGQX+IMu/NwNzjBa3y4+z1kthbiVlpXUo\nigJK5Ofm9QQpLqymuLCa4eaZFMeeaPZ5ar0ew8hRuA8dJFhTg9bafh8gESGBjhBCCCFEN6l2Rpat\nDU6xcLSopktL17YfKCEYUrhiSnqbm9i37j/F65/kYTXr+fGtU5otbztSZWdf5V5gCsPMw7nlkhvJ\ntGSgACnJFvQBI7/f+wL/ObG13XkoXgumGANGS4gdpz4nr6aAr2TM5NKBUzFoOy4OcK58gRC1Ln+L\nxqhRYUXh1Y/taNQq7m5jyRpAbs0xtCoNMwZOa3HMW3CMyvffQ5uQQOKi65sdKy6s4si+EhKTTSy8\nZSI6fcvH5Y72QhlitHxz7jBe+iCHdVvyuXfhOPQxWqwJRjKyWi+BXVvjYeemfI7ZgT3gnubDGNv4\n8zWOHoP70EHcOUeIqy+QJdongY4QQogeIz10xMWmur4QQWaKuUuBTjissGnPSWJ0mhaNKKMKSmp5\n5YMczAYdj9wyhZQzNup/VvIlaCIZhnEDxjMkbjAAf37/CCfKnfzvd6fz+OX/zWl3Gd6gF0/Qiyfk\nxRv04g36CIQDTEuZxNo3Sqh2+vif+y/j/cKN7Cz5kjePvsu7+RuZnjqZKwfPbTVD0l0qHO3vz6lw\neKmq9XHpmBQyUsytjvEEvRTXnWJo/BB0mubZGCUc5vRfXoZwmIF33tOs8EB+Tjk7/p2HSgVXLBjd\napADjYFOW/2KAGZNHMQne0/y2eHTzJ+SwYiM9qvZxVkNXH3dOF76+8dQZOWTjw7zjeumNhyPlrt2\n52RLoNNJEuicg40bNxAXF8fs2V/p7akIIYQQog9weyOBRkJcLFqNGqenc1WyDhyrpLLWy7zJaRhj\nW38827T3JApwzzfGkJ5kav65ATcHyg+TYMyklMby0hU1Hj49VIoCOJx+BlgsxMe03msmaqotyAef\nnaDgpItbR3+TBcO+ys5Tu9h+6nN2nPqCfWWHeHzmTzFoO9fMs6sq6nvotNUstKi+IWdbPXMAChzH\nUVAaNvQ35dy7B1/RCSyXzWgIHk6fqmXHf/I4fbIWtVrFzPkjSB7Y9vkbl661HeioVSpuvXIkv3lt\nD3/791F+ccclrZa/bvYetYrhsy3s+Uc5Rdmwb2ARky7NiDSDHZyJ2mjCnX0ERVG6VLr6YiXlpc/B\ntdculCBHCCHa8audjzX00hHiYhANMGL0GixGXaczOjsORsoJz2ujCIHXH2RXdhmJcbGMH5bY4vju\nsgMElRCTU2314yPz2LQvEhwBlFW7OzWX8fVLq6LNSOP0Fr6WNZ/HL/8pXx1yBa6gm+0nP+/Uuc5G\nR81Ci8sjgU5GcuvZHIC8mgKAFoGOEg5T+d67oFKRuPB6FEVh08Yc3vnLHk6frGWYLYlbvncpE6dn\ntDvHxup27ZfiHjXYyqVjUigsrWPnodJ2x0alx6VSNHwfKr3Czk35bHh9P3UOLyq1GtO4cQQrK/EV\nnej4RKL/ZHTe/CSPXTll3XIujUZFKKQwfXQKN88f0ea4jRs3sG3bZtxuNzU1Ndx55z386U9/ZPDg\nIeh0WjIzs0hMTOS6677J00//luzswwQCQe6++17mzJnH88+vYf/+vYTDYb71rduYP/8q3nnnLT74\n4H3UajVjxozlRz/6SbdckxBC9EXRHjrSMFRcLBoCHZ0aU6yOylpPp95XVetDq1G3maXYlV2GLxDi\n65dltpoVOFB+GIBJqWP5kCP4/CECwRDb9pc0jCmr9mDLbLvIQdSIjHh0WjVHCquava5Wqbk6cx5b\niz/lk6JtzMuY1WJZWHeILl1LamPpWlF9BbPBbSxbg0igo0LFsPjmhQqcu7/Ef7KYuMtnoR84kJyD\npeQcKCUxxcTsq0eSNrhzm/w7s3QtavG8EezLrWDd5nymjkrGENP+4/cg00D8BhfKrCKGnJjC8fxK\n3vjTLmbOH07G1Esi1de+3EVsZutFGEQjyeh0wOPx8PTTf+Dpp9ewevXTOJ1Ovvvdu3n88Scbxmzd\nuhmHo4a1a//CqlXPk5OTzc6dOygpOclzz/2JVaue5y9/+TN1dXVs3LiBhx9exh//+BJDhgwlGOz9\nplxCCCGE6B6+QBiIlHm2GHV4fCGCoXCH7/P6gw0Pz635rL755KzxA1t+ZsjP0Zp80kwDGRgXycZ4\nAyG+zCnH6QkwLC0OgLKazgVdOq2GURnxFJe7cDh9zY4ZdQZmp8+g1l/HF6V7OnW+ropmdJLbyOgU\nldVhNuiwmvWtHvcGfRTWniDDktZseZ0SDlO54V1Qq0n4xiIC/iCfbzmGVqvm2psmdDrIga4FOonx\nsXz9skwcLj8bPzve4Xiz3oRFZ6Y0dIprbhrPFQtGo1LBlg+PcrjWikqvp+7LXZGqbaJd/Sajc/P8\nEe1mX7oiOdlCeXldp8ZOnjwVtVpNQkIiFkscx48XkJmZ1WzMiRPHGTduIgBxcXF873tLeO21V7Db\nc1i69F4AgsEgpaWn+PnP/4e///2vlJT8nnHjJnTL9QghhBCib2jM6GgwGyLZDpcnQLy57eaf0fe1\nFejUuvzknKhmeFocSa3sW7FX5RIMBxmfNIbY+j46/kCIT/YUowJuvmIEv3ltD2XVnQt0AMZmJXC4\nsJps+0mmDY1HY7ag1kcCiysGz2Zz0Xb+fWILl6dNR61q++/mwVAYtzdInKn1oKQ1FQ5vQ6B4Jo8v\nSHmNlzFDBrS5RyW3Jp+QEmJsQmPT05DTScX6dfhPnSJu1hz0qal8tvkYbqefaTOHYI7rWjW56B6d\n6M+7I9fMGMK2AyV89MUJ5kxKa1FI4kyDTKnk1hwjEA4wesJAMoZYefevezm4p4SrJlxCYPen+IpO\nSFanA5LR6YDdngNAVVUlLpeLAQMSWvyHlZWVRU7OEQCcTicPP7yUIUOymDLlEtaseYFVq55n/vyr\nSE/P4L333uXHP/4Za9a8QG6unYMH95/3axJCCCFEz/DXP/jqmwQ6nWka6vW1HejsyS1HUeCS0a1X\nOjtUGXlWGZ84Bp1OjYpIhbb8U7VMGJ7IiIx49Fp1pzM6AKMMPu4+8Q8SnnuCgmWPkPeDe8m9/z6O\n/fQRvK+9xWVJkynzVLCvvP3Kin/7dy4/Wr2d01Wd2x+kKArlNR6SrLGtBjIny11A+8vWDlfaARib\naCPs91O18X0KfvYTHFs2o0tOIfG666kqd7H/iyIscTFMmZHZqbk11ZDR8XVuZU6MTsPNV4wgGFL4\nx7aCDscPNKWioFDqimzbMMfFMm1WFqGQQoF5DADuI4e7PO+LTb/J6PSWqqpKHnxwCU6nk0ce+Skr\nVjzZYszs2V/hyy+/YMmSuwmFQtx55/eYMWMme/fu5gc/uAePx83cuVdgNJoYPnwE99//PYxGI8nJ\nyYwdO75H519S6aK6rjHtrFKpGDYormETnRBCCCG6T7SvSqy+MdDpqGmooih4/aGGLMGZdtfvUZ5m\nS271vYcrczBpjQyNj+zf0es11NV/5vyp6ahVKlITTZRVezqs1lXr8qPU1cJrfyTZ7+B0QiYjRqQR\ncjkJ1dURrK6m9tPtzKi2cWBUmH8d38yU5AltnnPz3pMAbNl3qlMrc1zeIF5/qM1la8dPR1bktBXo\nKIrCkcocDNpYBpX7KXzhvwlWV6E2m0m+5dvEf+UKVFotW1/bRzisMPurI9GdxTNRjK7zS9eiLh2T\nwqsf2Sksre1w7CBTKgAlrtNkxkUKI4wan8qencfJPeXFqk/AlJfb5XlfbCTQ6cDkyVNZsuSBhu/X\nrdvQ8PXdd9/X8PVDDy1r8d4HHni4xWsLF17PwoXXt3i9J9S6/fzyxS8In7GGc+6kNL57zejzMgch\nxMVN+uiIi02zpWv1S686qrwWDIUJK0qrf4Q8kF/JkcJqhqXFtVqFrNhZQo3PwfTUKQ1LyGJ0Gnz+\nEEnxsYwfGqnQlpZkouh0HS5vsCEAO5OiKPzqlV0Yasq4raqS3WnT2Zk4kVX3zmkYEw4EKHl2Na6D\nB7gzG/aOdmEfmsvopFGtnnNURjxHix18aS/rVKDTWHGt9aVkBSWRIGHooLhWj5d5Kqj0VjM1fgyn\n/7SWoKOGAdcsIOGaaxv65eQcKKGk2MHQkUlkjUjqcE6tUatV6HVqvJ1cugaRPzYnxcdSWuXuMOCM\nBjrFzlNcRqThqUajZs5XR/HPNw9wJO0rWPL+I2WmOyBL1y5gTneAsKKQNdDC9XOGsmhWFgBVdd7e\nnZgQQghxgfI1WbpmMXQu0PE0yQI1VVXrZe2Gw2g0am7/qq21t3KoIhuA8UljGl6L7tO5Ymo6anXk\nIXhgYuQhv719OiWVLipqfRSp4tDPnkf5hNk4PQFqXY29gNQ6HWn3/5DU79yJOjmRqTkeSl5+kbC3\n9WeLmPosVYXDS2knlq81NgttPaNTUFJLrF7DwERjq8ePVueRUBNk+pYighUVJHz9WpK/ubghyPF5\nA+zcdAytTs2sq85t73esXtuljA5EChP4g+GGjFtbhsQNxqg1sKt0L4Fw4/K4zGEJjJ08CKc2nkJt\nJoHSknbOcm6cngCnO1mSvK/qMKNjs9k0wFrABijA9+12+6EmxxcC/wMEgT/b7fa1NptNDTwLTAJ8\nwD12uz2vB+bfo669dmFvT+GchMKRTM7w9HgWzRqKoihs2FGIv4v/UQohxNmK9tCR8tLiYuFvUnWt\ns3t0vK0EOoqi8OpHdlzeILd/zcaQNppXHq7MRq1SMzahMaNiMemodvqYPWFQw2uDkqKBjruhCluL\nc+08GPlCpaJ29gLST9ayL7+SkxWuZsUEVFot8XO/gnnKVPYs/2/Sc8rI/fmPsU67DMPw4RiGj0Sb\nlIRKpWpWce5AfiUDE1oPUKIqHG1ndNzeICWVbkZnWlstsR2sqSb09j+5/UAVUIU+PYOEhYuajdn/\nRTFeT4DLvjIUSxtZo86K1Ws67KNzpmhWrrLW226BBr1Gx+WDpvOfoq3sLTvApQOnNhybMW8YeYdO\nUThgItVHjpI6KO3sLqADf/3Yzr68Cn67ZCZxxs4Xk+hLOrN0bSGA3W6fZbPZ5gG/Bq4DsNlsOuBp\nYDrgAnbYbLb3gFlArN1uv9xms80Afhd9jzh/ov9z0dT/NUdVv263K2lWIYQ4F9JHR1xsGhuGqhuW\nrrk6CHQa9vXoGh/LduWUsT+/ktGZVuZNbv1BttpbQ2FtEcOtWRh1jQHEd68Zg9cfxNLk4XRQNKPT\nRuFnMUAAACAASURBVEGCYG0tR/blgi6yHyTvVB1p9cHRqQoXY4a07L+jsVhIW/bfbH7l/zEl24Vj\n039wbPpP5JjVSupttxNq8shReTSf2mARKAqKEgZFgbASKZNc/33lqcg905WeoKbkMMHqSkJOF/qU\nFEq18ZiCHoYOGoyiKATKyvDkHsVz1I4n9yiB8jLSgGqrnjE334150mTUusZ74Hb5OfBlMQaTjgnT\n2m8I2hmxOk2zbFdnJNYHVxUOb5vL76LmpF/OJ0Xb2Fq8s1mgExOrY8rkZD7/soJ9h2r42pVdn3tn\nlFS68QfC7M4p44qp536/ekOHgY7dbn/XZrO9X//tEKCmyeExQJ7dbq8GsNls24G5wOXAh/Xv/8xm\ns13SrbMWnRLN6Gg1jSsUY+vX7QohhBCi+/kCIbQaFRq1ujGj8//Ze+/wRs7zXvueQe8kwN65Ddze\ntbuSrGZ1S3JXVCzZcYuTL07s5Dg5TnGS7ySOc9Ls2Gm2IxdFkWzZlmTJltWsstJK23vBLpe9gwTR\nO2bOHwOAIAmA3F1u1dzXpUtLTHtnMADeZ57n+f3mKFPKZQWMBiWjc+j0ON997jg6rcjDt3cU7cGI\npmL8+6HvISOzuXb9tGWN2QClkLoqJRAqLF2T02nChw4S3PEmkcOH6G+8C70gkZJFOgf8bMqKHwx6\nwyXH3ljZjP2eu/mPlS+zIu7gbs0qhN4BIocPMfRv3yLcfg+IDgAmDx9h5NU9Za/FeM02sC8l8vj3\nGUtNtwLRAJ8H5GETnT+RkBNTYkuiyYRm5XJeMfajv3orW9ZuyS/LpCWOHRhi745eUskMW65rPysB\ngpkY9cqc6kz6ZHKZqonA3G0E1WYXK1xujk6coC80QIttKthYc30Hh955nu6oncmJCJWu2e/5uZLz\nUNp5bPTKDXQAPB5P2u12/wD4IPCRgkV2IFDwdwhwFHk943a7tR6Pp2R+r7LSjFZ74ZTAqquLp4Cv\nJEaCyg1qsxny52s26Ugk0wty/u+Ga3ihUK/lwqBex4Vjoa5lrj/ggr43F+OYJbgUxnAlcTlcz4wk\nY9Rrqa62YbUrZUrJjFR27H0TSh+Eq9LMqeEQ3/rZYURR5E9/8ypWu2dLSifSSb75+n8yGB7m1sXX\n8YG1N8850U5nJERRYDKcxBTyMvbKq3hf3046lA0mFi/DJzhYv7QKXzBB90iI5UuqEQUYC8TLjv/B\nivczNJrhoPga/aYj/NFdv82iiY9w/KtfI5OWIJtUMa5ay+KVmxFEAQQBQRBBzP5fUF57fvs4TMDS\nD99NZa0LfZULrdVKfHiY5596i/TQIKscEjqDHmN9HY5VK7CvWIG5pZkXu97k4L4n+Gz7aqqrbciS\nzOF9A7z2gge/L4beoOH629y85+al+e+ms6W62obdZkQmgN1hxmiYn77X0qRSbRNJZuZ1P9+z8r0c\nfeMEu8b3sHHR8mnL1jsD7Aja2PXKSe777DVodQs3j05npHzJ5cmBAIJOW9TD6Vw535/peauueTye\nj7vd7j8Gdrrd7hUejycCBIHCEdpQMj4zXxfLBTkAkxew2elMDEMvZyZ8itZ8Mp7Kn69OFPAn0ud8\n/u+Wa3ghUK/lwqBex4VjIa+llM0sX8j3xpk9pu8i3w/qPbmwXC7XMxJLodOKeL0hZFlGqxHxBeJl\nxz6WzZh09k3y38+fQKcV+cJH19DsNM3aLiNl+PbhH3Bi4jQba9Zyd8udjI+XzrjkqK624bLp6e8Z\n4eAXvw4opWcVt9yGfvM2Htnth24fi+rt2M1xekdCHO/00lhtxdM7yYlOb77saiZvHx1h5+tGrr3m\nfeyL/5K/+PU/8tDy32DD3/0Tmv/aBdlALmGtRLO+vK1GZPdeRCFIxXtvQRAEUkAK8MlWnsRLy/qN\n3PWJzdO2iQJRX5TXTu8EoFHXzNhYkNee93Di0AiiRmDN5iY2bGvBZNYzMTH39ZrrWnq9IYSsqu3A\nkH9OQ9gcoqRU1fSPBOd1PzdomqkyuXizdxd3NN2KpaBEscVdx7E3Rujqgm/8zctsvLqVjjX1aDTn\nrjXmC8aRZdDrRJIpiX1Hh1m/bLa8+blwtp/pMwmO5rwSbrf7Ibfb/eXsn1FAyv4HcBxY6na7nW63\nW49StvY28BZwZ3b7rcDheY9IZcHI5Hp0Cm54vV5DPJtmVVFRUVFRUVlYEqlM3mNFEARsZh3h2FQf\nhyzLHDg1ni8LAohlS9d2HBnBoNfwh/etw90yuydGkiUePf4kRyZOsNy5jIdX/EZeUnouZEnCER4n\njB5Nx2oa/r/fY9Hf/zPaOz7IP706xpFuH2sWu7h5YzP1zqkyt1s3N5ORZH65s7fkvv3Zc9HF6vjc\nmk8gCiKPHH2Moz4P6YyMyTB/z5lwLIXVpJ0lNvDGwSFkGW5c31h0u/7QIKcD3Sx3LqPK5OTwnkFO\nHBqhqtbKA5/dwjXvXYJpgRvqc+IRXUPBeXnjAJgNWkwGDRPB8qVrUiZJOukHKcl1jdtISWneHt49\nfV/LV7Bm+NcsNU6QiKV544VTPP7tXXgOj5zzPC+Q7T26bm0D/+u+daw9Sxnui818Ph0/A9a73e43\ngBeALwAfdLvdn/V4PCngD7Kvv42iujYIPAXE3W73DhSxgi+el9GrlCWTyfboFKRnjToNsgyptFRq\nMxUVFZUFY+9DR1QvHZV3FYWBDoDFqJsmL32gc5x/+ekhntrenX9taFypwDDoRP7o/vUsaXQU3fex\nCQ+7R/fRbm/hM6sfRivO3w5x5IUXsfmGANA9+Gms6zfQPxHjr3+4hwFvmBvWN/L5D6/GoNdQXamU\nKI35Y2xdWUt1hZHtB4fwlZicxxJKANMzHGRV1XI+v+6zALw+sIO0JGE26BCAxDwUysKxFJYZPj+S\nJPPGwSFMBi1bltcW3e7V/jcBuKHpGvq7fez4dSdmi547PrzqnNXVSpEzeP3mzw7z9ScPzWsbQRBw\n2U2MB+KzghFZlgiMvMHQsX9l4NDXGDr6Lwwc+r8sm9zBp+xmzGNvMDn4MtGAh1TMi66uDqPNRHvf\n6zzwmU2s3thIJJzg1784wcs/P8ZQn59k4sxU4XLkgle7Pk6z+RTI5fvMLlXmI0YQAe4ts/xZ4NkZ\nr0nA5855dCrnRDpbvlGY0cmZkcVTGfQLWMupoqKioqLybkeSZZIpCYNu6nfXZtYx4A3ne2SeekMJ\ncPrHlJKdWCLNGwcVL5T3bWstKSMNcGj8GAAfWnoXBs38sxNSPEb/4z+iUtcGgDeYwB+d4N+fOUIi\nmeHeG5dw21XN+T6fmsqpjI5GFLlrWxvfe/4Ez+/s48FbZhuD5sQU+seU82x3tNBqb+a47ySa9FIs\nRj2GbEVJ2XFKMpFYioYZHjm9oyH84STvWVM/y1RVkiWe7XqBnSN7qTVX06Rp4adP70cUBW770Eqs\n9vMT5ADTxhKMJGcFuaWochgZ8IYZ9EZoqrECkEnHGO/+MYlwL4Kox2hrR9RakTIxMskgDmmcKiRC\nYzsIjWWPb23DfPVKQs/vIPLLp7j2/gdZe1UzLz97jM7jXjqPe7FYJdZtMtG22IBGo0PQ6BE1RkTR\ngKgxIEtpMqkQMhKZZJBUYoJ0YoLeUxJQB6G3mBz0ojW6MNnPzXfoYjD/RwEqlx15eWnN9IwOZKUs\ny0vZq6ioqJwzqo+OyruJVNZDR18wAc4pr0ViKU70+RnI9uMMjkeQZJlfvN1LLPvUvaPFWXLfsixz\nZPw4Fp2ZNnvLvMeUiUbxPvE/pAJBmm90Qz+8sLufrsEgGo3A73xgFZs6pgseVGczIN6sFPW2VXU8\nu6OH1w8McefWVipt0/tR4tmMTjoj0z8Wpr3ezta6TfQG+4mn0jgshnkFOtFEGhmwzigxO9E7CcDy\ntunlfIlMkh8ee4ID3iNUm1x8dtXHefXpkyQTaW68001diczYQmGaEXQFwol8kFiOa1bXc6BznH99\n+gh//vAmdEKQ8a4nScVHMTk6cLW+H1Ez/Rr3BQf45z3/wo3Vbm6o6SAe6iYe6oJFYPh4G5HJwwzv\n/jbGhnauv0EgMD6MnB5Dq1Gyhf6BMzu3QHQRANXVrVQvvgWjbfGZ7eASQQ10rmCmStem9+jAlM6/\nioqKyvlE9dFRuZIZHI8w6A1zVbacKu+ho5sd6AQiSZ5+sxuNKNDeYKdzIICnz8+Lu/sw6EQSKWlW\ntqKQgfAQgWSQzbUb5tWXIyUS+F95Cd+vnkeKRjDW1bHohm3w6AE6BwJYTTp+7yNripbJ6XUaKm0G\nxrJCUVqNyPu2tfKDX3n41c4+7r956bT1YwUlaT3DQdrr7WyqXcvPOp8llskgCxJGvTYf0JUiFE1m\nr9n06enxXKBT0LfkTwT4j0Pfpz80yNKKRXx69UN4do8zMhBgkbsa9+q6Oa/RuWKc8X75w8l5BTob\n3dW8f5uT8ZFDnNq/k0qjIlRsrdpEZdMdRRX0mmwNyKKWY7EQ99Reg732GuLhXkJjO4kL3QhWkRQj\npMZGAEWKWzSY0RmXMDysY6A3DQIYjRKuaj2VTi1Wm4AgatHqbCCIaHQ2dAYXWqMLeaQXGKZl8fWY\n7AsvXX2hUAOdK5i0NEdGR0VFRUVFReWseXp7F3s9XhpcFppqrGUDnRd39zPqi3LDugaqKkx0DgR4\nbkcP6YzMono7JwcCsybOhRwZPwHA6qqOOccV3PEW3id/RCYURDRbqPrQR1hy7wcYmUxgMmiwm/V8\n8d61ZSflNRUmTvb7SaUldFqRa1bX89yOHl47MMidW1umqYwVZmq6h0PcCJh1Zj6y9B4e2RlmIjFO\njbGWyVD5QCfXy2Q1TWV00hmJUwMB6l3m/DG7Ar189/CjBJJBttVv5j73BxntD7F7ezcWm57rbls6\nb1+bc2FmYOovEJgohSxl8PU/x3r7QbBDRhIIpOtZtHgL5srVJcctCiI15mpGol4kWUIURIzWVozW\nVgBCB/cx/P1/Q1tXSe0nfhNDZRManQ1BEKhdCrUDAU6fGKP75DinOpVxNrRUcMeHV6EvIo3tDytB\np8MyPzW5SxU10LmCyWd0SvToqKioqKioqJw90bgycd95fHR6oFNYumZWAp0dR0bQakTuurqN/jGl\nfO1E3yS1TnO+VKtcoHPKfxqADufsHplC/K++wthjjyIajTjvfj+Vt9yGxmxGYzKhD6f56me2YjJo\n5+zTra404en3Mx6IUe+yoNWI3LmtjUdf8PCrXX38xk1TWZ14Io1GFNBqRbqHp9THrm7YwiPyqySl\nOMH0JMmUDkmSS3rYTAU6U2IE3cNBEqkMy1uVbE6nv5t/2f9tJFnig0vexzrjBrb/qpNTR0cRBIFb\n379ywdXVSpETI8gRyAYHsiwjZeJkkgHSqQCZZDD77yCp2CipuBedqQ69YwPfeC7MwITE5x31rHeW\nD87qzDUMhoeZjAdwmaaX8dnWbiD53nuYePpn+H74c5r+8I840DmOxahjWXMF9U0O6pscXPPeJXhH\nQux5q5fezgmeeewAN79/+SzD0UA4iV4rotPAQM8kDS0V5+w9dDE4d6FtlUuWvLy0qGZ0VFRUVFRU\nFppkNrDZdXwUWZaLZnRsBZP2mzY04rQbaaxWJpWyDHdsacmrkZUKdCRZojc4QK25epqPykxiXV2M\nPfYoGpud5j/5ClXv/yAa8/T1HVbDvMSIarLmkGOTsfxr166up9Jm4LUDQ9PUW+PJDEa9htZaG0MT\nkbw4QW4eYtDpCWaU8rNypfPhqBLo2MxT1+yl3f0ArGp3kZEyPH7ip0iyxP3VDxB9y8GTj+zlxKER\nrHYjN9+zgrqm89uXU8jMjI4vEGD05PcZOPQ1Bg//PSOebzPe9SMmB54nOLaD6OQRUvFxzJWrqF32\nm7jqN/Hpezai14p857lj09T5ilFnUXqpRqJjRZc777wLy7r1xDwnCO18m+88e4z/eenktHUEQaCm\n3s7tH1rJinX1jI+FefJ7e9nzZg+p7PuWTKTxBeOYdBp+/F97ePaJg/R1TZztZbqoqBmdK5iMlMvo\nTAU6BrVHR0VFRUVFZUFIZMUHvP443cMhksnSpWsGnYY7typlRrlmflGAbStr2X5wSMmIlDB6HI16\niWfirLWvLDueiZ8/BUD9Zz+HoaHhHM4MaipnBzo6rciGZdW8sneAzsFAPssSS6YxGbS019s42e+n\ndySEu6WSdLaypNVez6ngKWXdhLJuMXIT/Zy89NEeH3s8XpY0OlizxMUrfa8zEh1jq+FaDv9yEllW\nyq/Wbm6idYnrgpSrFSJL0+WhR4ZPkHD1oTPWotU70OgdaPV2NDoHGr1deU1nRRCm7o+WWhu3b2nh\n52/1cGrAz/qlpU056yxKL9hoZJSVLves5YIoUnP/x+g5cpiRp54m7ryDUIngSRRFrr/dTVObkzdf\nOsXuN3vY904fVpsB/2SUEDJWIBTPsGZzE83tpYUyLmXUQOcKJq+6ViBGYFAzOioqKhcQ1UNH5Uom\nmZ76Ld11fJSObLN8YaDTUGVBqxG46+pW7BalpKpnRJGWllEsIOIpJSNSaqLeHegDKKu2FjvdSfTI\nYUwdyzEvX3FO5wXgysoyT87oO1nV7uSVvQMc6Z6YCnQSGVx2I+31dmW8w0qgk8rOQywGE06LDa8P\nOn19XGUvXn6XC3RsJh3pjMT/vHQSAXjwlmWMREZ5rvtF7DiQ9ruAFO+7dw0tiy7eBLw5Kw19w1oX\nrx2cIBQXqGy6HVv1VWe0n5wgRM9wqGygU2tWlo1EvSXX0blcVNx0MwOvvAZORe2vHIs7qmlur+Tw\nngFOHRsjGknianTAoJ+mejsPvH8l9mx273JELV27gimX0ZmPO7GKioqKiopKaRKpDC67AYtRy67j\no3n1sUIfHafdyLe+cB3v29aWf+1g5ziglK6FIkniiUxZxbWeYDbQcTSXXMf3/C8AcN3zgbM+n0Jy\n40nOqADpaKlEqxE42u0DlH6UeDKN0aChLRvo9IwofTqFvcLtlUqG6ZmTL/Ny3+sMR0ZnGWbmsg9W\ns46X9wwwPBHlhvWNVLs0/ODYE6SlNBvGbyQaTnHVde0XNcgBpQzwP764mZuaXsWoTROVXGcc5AB5\n76RcAFyKGnM1AgIjkeKlazmcd95F0qzsM5mWSKXLz/n0Bi0br2njvs9cxSe/cC1bb1H6r5oa7Jd1\nkANqRueKJpcyLszo5Ht01NI1FRWVC4Dqo6NyJZNMSdjsRla2O3nj4DBHsn0MM3tgZv594NQEgqAE\nOhPBBPFkepqK2Ux6gn3oRC2Nlvri4xgdJXLwAMb2RZiWlhcrmC/6EvMFg17D0qYKjvdOEogkMeo0\nyDKY9FqqHUasJl1ekCBXWaLVCLhsTiDIRDTIU52/4KnOX+A0VrLS1cFKl5tllUvyPTqZjMwzb3Vj\nsaVp6fDzD3ufZTQ6xhbhWsa7ktQ02Fi3Zf5eQucLKZPE1/MjpHQQh0VLKHZ2+QObWU+Vw0jPSBBZ\nlktm9nSiliqTk9ESPTo5NFYrhmtuhE7l70g8TYV1/ibxOfW4CtvlrbgGakbniiZTRF7akFUIUUvX\nVFRULgRPdf4k76WjonKlkUxlMOhEtmR9dPZ4lJIiQ5lm/+O9kwx4w9Q6FZEAXzBOIlu6VoxoKsZQ\neIQWWxMasfg6/ldeBFmm4pZbF6xPxaBVpojJlDRr2apsv8axbl9eeMBkUErv2upteP1xQtFkQaAj\n5hXKHnY/wEPL72VjzVpi6TjbB9/mPw59nz/a/pec9A4gCDL/vucJcL+GtPxlfnz6p4xGx7ix+nqk\nIy5EUeDGOzouugKYlEng7XqCZHQIi3MNzopKIvH0nNmTUrTV2QhFU/iC5SWqa801hFMRwslI2fU0\nazbk/x0KRc9oLLlAx2G5MOp15xM10LmCmcroqGIEKioqKioqC0k6I5GRZPQ6De6WShwWfV6JrFQZ\nWt9oiG/97BAaUWDrCiU4GvPHSGfkksHRKX8XMjLLKpcUXZ6JRgi89SbaSie2DZsW4MwUchmdmaVr\nACuzgc6R7gli2QenuUCtvS5XvhbKz0O0ophfLkp6ttZv4pOrHuTvrv0KX9zw29zaeiOmwDKiASOY\ngvj0HjSGOCudHXx4yV38yeYvYjrRTCySYsv1i3BWXzwDy3Rikn7Pswwe/QaJcA8mRwfOlrupsCpB\nQU5i+kxpy/c3BcuuN5fyWo5YZmruN3H4xBmNJXcOFWWyjJcLaqBzBTPVo1MoRqD8W+3RUVFRUVFR\nOXuSBVLSoiiwuaMmv6xY0OL1x/jnHx8klsjw6btWsHqRC4ChceXJfKmMjmdSUSvrcC4tujzwxuvI\niQQVN92MoF24jgRDmVL35horDoueo90+onGl3CyXsWkvmLDnMzpaIX9+hfMPjahhSUU7Kw1X4zvZ\nismgYUWbk/iRbfzW4j/gd9Z9kptarsN3MkPfaR9NbZWsvappwc7xTEjFJ/B2PcHQsW8y1vsGgqDB\nUX8DVW0fVv6dDQr8ZxvoZPt05gx0zMp9NjpHn07O4wlg/PCZicL4I7lAR83oqFzC5FXXCkrXcl9E\nakZHRUVFRUXl7MlJS+uzDxCvymZoYHagE4wm+acfHSAQSXL/zUvZsqIWZ1bV7ESf4i9Tqh/C4+tE\nL+pos88WIpBSSfy/fhlBr8dx3fXnflIFiFm562R6dumaIAisbHcSjKby5qf5jE59trF+OFS0dG3m\ng9aJQJxv/ewQkgS/84HVeIf1GDNOVrS6kGWZ0yfGePvXpzGadNx0V8cFl5AGkKU03u4fEQucRG9u\noG31/TSu/AKOuusQsuWEldlAZ6ZK3Xxpr7cjAKeHFiajE01MBTr+wRHSfv+8x+IPZUvX1IyOyqVM\npiBlnGNKXjpddBsVFRUVFRWVuclJS+dKvBY32POSzPoC1bVUWuIbTx5kdDLGnVtbuWWTErDYzDq0\nGiHfk5GTGC7EnwgwEh1jSeUitOL0bE2s8xS9f/UV0j4fjvdcj8ay8OVcBp1Y8sFornzt1EAAIO+N\n47AaqLQZlIxOesq4fEr1dWr+EU+m+ZefHiIYTXH/zUuprTQxNhmjo7mCge5JfvL9vbz49DFkGW58\nnxvLRZp4B4ZfIx0fx1q1iTr3p3HVb8gHODlygasvGD+rY5gMWhqrLfQUZMKKUZvN6MylvFaY0YmL\neiJHDs17LIFIAq1GxGK8/DXLLv8zUClJMTECrUZAIwrE1YyOiorKBUD10VG5UknMMAcVBIG7r2lj\n+6EhqhzG/HpHu310D4e4ankNH75+Uf51URBw2oyM+RVDzqVFAh2PT5HNchf050iJBONP/RT/Ky8B\nUPHeW6j60EcW+OwU9DpN0R4dUAIdjShwtEeRmS40AW2vt7PvpBdvQJn067TirNI1SZb57nPH6R8L\nc8O6Bm7a0Mj2Q8PoAdt4jF8+eRiAJStq2HxtGxVZ8YYLTSIyQHDsbTT6Cioabi65ntOuBGETZxno\nACxudDDgjTDgDdOW7XWaiVlnwq63zam8VpjRiYsGIocP4bj2unmNwx9OUmHVX5Ts2UKjBjpXMOnM\n7B4dQRAw6DQkkqWfFqioqKioqKiUJ1fSVZi9uW5tA9etbZi23skBpWToPWsbZk0cnXYDY/4YFVY9\nroLgKIdnUgl0OiqV/px0IED/332V1Ngoutpa6j7xqQWTky6GXqchliheAWI369m6opa3jowAijFl\nRpLQiCLt9Tb2nfRyKnvuGnF2oPP09i72nfTS0VLBA7csIxhJ8s6RYRYhEPPHaV3iYst17biyppwX\nA1lKM9H7c0DG1XIPoqZ0z0reYHUO1bRyLG5w8PqBIToHAiUDHVD6dE75u0hmkuhLjCnXOwWQtDiI\nHt2JnE7P2cclyTLBSJK2bAni5Y4a6FzBZDJTKeNCDHoNiZRauqaionL+UX10VK5UciVdBm15f5JT\n/X5EQWBxw+yJa67caUlTxawgSJZlTvhOYdVZaLDWARB8azupsVEc111P9X0PIurPb7O4QSsSCJeu\nALltS0s+0HnytdO8fmCIO7e1UuVQTCa9k0q2SqsRpvUIv3N0hOd29FJTYeKuq9v43i9PsP/4KC4J\nGhBY5K7itg+uOq/nNh/8w6+RToxjrdqM0dZWdl2lFFE8x4yOco+cHgpSOnek9Omc9J9mNOql2dZY\ndJ3CjE6qshqpP06s8xTmjuVlxxCOpshIMhWWy78/B9QenSuadF51bUago9OoPjoqKioXBNVHR+VK\nJVfSNdMMtJBEKkPPSIjWOmt+ol9IrtypWNnaaNRLIBnEXbkEUVCma6Hdu0CjoerD9573IAdAr9eQ\nTEnIslx0eVO1lYYqpTdoaZMDXyjO958/wWMvnQQgHFOyCtqC0rXu4SCP/PI4eq2IFXjiiYMEj46y\nWhJoQEBv0HLtLcUV5i4kicgAobG30eorqWh475zrC4KA027AFzr7jE6d04zFqKVrKFB2vdp5KK/F\n4mlysXPSotxfvud/gSyVr+jJm4VeAUIEoAY6VzRTGZ3pb7NBr1F7dFRUVFRUVM6BfEZHV3oq1TUU\nJCPJLG2qKLp8k7uGFW2VbF5eM2vZiaysdK4/JzkyQqK/D8vKVedFeKAYBq2IJMv5UvhidLQo5/ax\nW9383eeu5tbNzXnBgdykXyuK+V6msUnFN6g5LeHyJ6hHwCKKNLZWsO3GRdz7yU0XTXQghyzLTA78\nCpBxttxdtmStEKfNQDCSzPspnSmCINBcY8Xrj08TbZhJtVmRJvfGfCXXicTTWE06dFqRuMaIZfUa\nokePMPHsM2XHkJPHdlwB0tKgBjpXNGlJRhCY5R5s1ClPaDJzRPUqKioqKioqxUnm5aVLZ3RyPSrL\nmosHOi21Nv7XfetnPT0fi47zat92ANxZ/5zQ7p0A2DZddW4DPwPypqHp0g9Hcz03Jr2GSpuB+967\nlN9+/6ppy7QaAd9kND/pbEbAZdSzaFUtd350NZ/64rXcc/861m1pwVakV+lCEwt4SEaHMFesFECg\n9wAAIABJREFUmLNkrZB8n07ozMrX3j46wv///d3EEmmaqpWepKHxaMn1q025QGe85DrRRBqzUYfF\nqCUST1P3qc+iq6rG9+wzhA8dKLldIJyTllYDHZVLnExGniZEkKMh6yh8onf+muoqKioqKioqUxQa\nhpaif1TxmMmZaM6HrkAP/7D3W4zHfdzR9l6qTIqMc2jPbgStFsu69ecw6jNjypJi7kDHWKC61jxD\nQECjEXjyiYPUAM0WPb/zm5v43Beu5ba7ltO62IWuzDW80KQSPvxDLwMCjvobzmjbXM/VxBkKEry6\nf5CekRBdQ0Eas3O0QW+49HGMlQgIjMcmSq4TjacxG7RYjDoi8RQaq5X63/ldBJ2Oke9+m6S3eNlb\nziw05ws0GInz+OlhJhOpoutf6qiBzhVMJiPNEiIA2LJcMTXbeWy06Ha/3jfAl//zbcYDsfM6PhUV\nFRUVlcuVxDx6dIYmIpgMmnk7zO8bO8Q39n+bWDrOA+4Pc9ei25RjDQ2SHBzAvGo1GvOFk1nOKcoV\nMw3NkVNly/XgwPSgB2D3viEIJanT6/jz39lGbe2lp+glyzLhiQOMnPg26YQPW802dMaqM9pHrufq\nTLx04sk03VmT0AFvmMZsRmdwPFJyG62oxWmsLBnopNIZ0hkJs1GLxaglGk8jyTLGllZqPvYwUjTK\n8L99CymZnLVtrkfHZNKxbzzId08McsQXJnyZtjyogc4VTEYqntFZ0uSg0mZg70lvUX38XcdGGZ2M\n8cgvjiOVaEBUUVFRmQ97HzqieumoXJHkStdK9eikMxJjkzEaXJZ5+ZFsH3yb/zry32gFDb+95je5\npnFLfllo9y4AbJu3lNr8vKCfR0bH649ht+inzTcKgx6A8b5JZODuD61Eq7l0sjc5Muko4z0/wdf3\nc0DA1fpBKhvL6Z4Vx3UWpqEn+wNksuJRg94IjVVzZ3RAKV8LJEMkMrODlZxZqNmgxWLSITMVkDqu\neQ+O624g0d+H75fPTdsuJUn0+5QA65HuYX7SPUpalrhvcR3N1otfUng2qIHOZY4syxzvneTvH9/P\nF775JhOBqQ9XukRGRxQEtiyvJZZI88f/8Tb/9vSRfL9ORpLoGQ0BcKLPzztHRy7MiaioqKioqFxG\nzJXRGZuMkZFk6l1zCwf4EwF+euo5rDoLX9zw26xwufPLZFkmtHsngk6Hde26hRn8PDHM0aMTS6QZ\nD8Rpqp5+jlqNOG3+YUBgyapa2tuc52+wZ4mUSTLi+S4x/3EMlhbqO34Li3P1We2rMhvoeP3zD3RO\n9E7m/z04HsZk0OKyGxnwls7oAFRlBQmKZXVy0tJmoxazUcmuRWJTpWfVv3E/gl5PaM+u/GtDkTjf\nONJHry8KAjitem5qcPL7q1pZ7bz0MnDzRfXRuUyRZZnDXRM8u6OH04PB/Os7jo5w99VtQC6jU/wp\nUr1LSX0HIkn2nBgjk5GodZqZCMRJpiS0GoF0Ruado6Ncvar+vJ+PiorKlYnqo6NypTJlGFo80BnK\nlh7l5JfL8WzXC6SkFPcu+wBNtumGo8mBAVIjI1g3bkI0Xtin6nkxglTx0rXcOeYa6Asx6jVEspkF\nnVbkPTctPk+jPDfC47vJJP1YqzZR2XQ7gnD2OYDaShNWk47DXRNIkjxLDKoYx3p9aDUCLoeJwfEI\n6YxEQ5WZw10+QtEkNnPxsscpQYIJGq3T52mFGZ1UVoE3lpgKVkWDAcvK1YT37yUxPMQBjYVf9HlJ\nyzLatIzZoucPVrfNKxN5qaNmdC5TfvF2L19/8hCnB4OsW1LFH963Dq1GYFdB342S0Sn+Fp8eVDTa\nW+tsNFVb2X9qnF/t7GP3ibHstkoa9Vivj3G/2qujoqJydqg+OipXKnkxAm3x39nhiVygU76n5qD3\nKDuH99JgqWNr/cZZy/Nqa5svnNpajty5JUr0Z+T6SBqLBHOFvkEr1tRjKjFhv5hImSTB0R0IGgMV\n9TedU5ADSiZrk7uaQCSJp29yzvXDsRT9o2GWNDpor7eRTEl86d92MOJT5l0DY6XL16pMc2d0TAbt\nNKPWQizr1hE3mHj89AjP9I6hEwUeXlJPKpHGaTNeEUEOqIHOZctAtnbzfz+4gd/7yBpWtjlZvcjF\n4Hgk/8HISDKaEhmdU9kskMOi588e3sgf3b+eP314I5s7FC3/h25dBoAkweOvnDrfp6OioqKionJZ\nkS9d05fI6Ewo8sDlStd6g/187+j/oBO1PLT83rwxaA6lbG0XgsGAZfXaBRr5/MmdW7F+XpiaiDcW\nyegUnknHqtoFH9tCEB7fjZSJYa/eiqhdmGzZlhVZwafjxQWfCjnRq/QuLW+tzGfFApEk3uwD5lwr\nQTEKMzozKZQ+z/VLFfryZCSZgUUdPPPRz3DSYKPVauTzK1toMhpIZ+R5i2dcDqila5cpuRRkS+3U\nl8uWFbXsPzXO3pNemmqspDNy0YyO1x9jeCKCICjqGnqdho7WSgDG/CfRagSWZjX/LUYth05PkEhm\nMJT4MldRUVFRUXm3kRcj0Bb/bRwej6DXirhK+MJMxHz8+6HvkZbS/Naaj9Nib5q1TqK3l5R3DNtV\nWxANF95EM3duZ5LRyaQljh8cJlbgJWMwXHrTTSmTJDj2NoLGgK164UQeljZVUGHVs9fj5WO3uouK\nQuU4ns36LG91EolP9dBoRIGMJNMzPHegMxad7aWT67vWaoS8+MNJX5g+ncxAOM5QNEFalhFNZjbs\nfJX3P3wfOoMuH7jO9HW6nFEzOpcpsUQaURCm6fe3ZuUac0ZVGUkq2qNzoFP5UNjMenwFWu+pdIaB\nsTDNNbb8E4AKq4GMJHNyQPXcUVFRUVFRyZGb/OuKqK5JksywL0qdy4xYpAQoI2X4zuEfEkqG+cjS\ne1hdtaLoMXLN4hejbA0K5KVL9OgMesNUVxgx6DVkMhJH9w/y2H/uZPtLp9Awdd7lJvsXi/D4HqR0\nFFv1lgXL5oBi0n7V8loi8TRHun1l1z3eM4lBr6Gt3sbKdid3Xd2K1aRDlpUHzT0jwZLb6jV6Kg0V\njEW9s5alM7lAR0STvfZvDk2yY9TPQCROtUnP5mo7HwsMsObADqKHDwHgj1xZZqGgBjqXLbFkGpNB\nM62GckpZQ0lPZjLFS9cOnFICndpKE+FYKv9l3TcWJiPJtNfb0GWf4lhNOgCO9ZT/sKqoqKioqLyb\nSKYy6LVi0UBmPBgnlZZKChG8OvAm/eEhttRt5Ibma4quI8syoT27EI1GzKvOTgXsXMkbhhbJ6ISi\nSYLRFI1VVnzeCI//507eeOEUiViKtVc109Y+pbB2qQU6spRWsjmiAXv11gXf/1VZv8JdZcrXJkMJ\nRnxR3M0VaDUiWo3Ih65bTGutFUmWaa2z4fXHCcdKG3XWmqvxJwLE09MNSnN91hIy273Kg2qXVstv\ndTTxlQ2L+fzKFj7YVsui1UqAHTm4H4BAWJGqVjM6KhedWCI9rdEPCgKdeApZlhXVtRmla5F4Ck+f\nn/Z6G7VOpUFyMqR8QHIp0vZ6O7rsl5JRr0GnFTnWM3dTnYqKispMVB8dlSuVRCozp+LazP4cfyLA\n052/5LmuF7DqLHxo6V0l9x/v7iI9Po5l3XpE3cV5wq4vIy+dqwhxOQxsf/EkoWCC1RsbefBzW7j6\npsVYzLr8uqUUYC8WEd9BpHQEW9XGBc3m5Givt1FTYWL/yfGSZX/He5UHyMuzrQM5ctc817NTLqtT\na6kGYCw2PauTyWZ03hwLMJlRjr/GYaXVZkJfEHTq6urR1dYSOXoEKZXMm4VeST06aqBzmRJLpDHN\nqHnViCImg5ZIPJ03n5qZ0Tl0egJJllm3tBqnTYnYJ7LGVt3Dyoepvd6OTqtsl5ZkljY56B8LE4zM\nNqVSUVFRUVF5N5JMSSXNQvOKa9lAZyQyyqPHf8xXdnyNl/pew6gx8vCK38CqK57xkWWZwGu/Bi68\nSWgh+YxOcnbpWiBb5iQnMgz1B2hd4uLaW5ZizmYDCvt6L6WMjixLBMfeBkGDreb8XFtBELhqRQ2J\nVIaDnbN7aACO9+b6c6YHOrnr1pC1Aeku06dTY1YCndHI9EAnkZU+9yVTdDiVe6yYoIQgCFjXrkdO\nJIidOIE/m9FxWNSMjspFRJJl4okMZsPsJ0kWo5ZIPDWtPrOQXNna+qVVUw6+galAx6jXUOcy57dL\npSUWNTiAqaZDFRUVlfny12//Zd5LR0XlfDM6GZ2mLnU+Sabnzug0VJkZCo/wt7u+zjvDe3CZKnnA\n/WH+z9VfZqWro+i2siQx9j//TXDHW+hq67CsXHXezmEu8j06RTI6uUnxUOcEggDbblg0bblxWqBz\n6WR0YgEP6YQPi3MNGt35M8KcKl8bm7UsZ/ZuNeloqpmuWJcLLuuqLAgCHDpdPFACpXQNYLSgTyeZ\nkdg5qpSrtdlN3NaqqOnGk8UzS5Z16wEIH9hP4ArM6Fx6Mhgqc5JIZpBhVkYHwGLUMeKLTmV0Csyq\nkqkMh7smqHIYaayy5GsxfaEEsUSakYko7paKfL2xViOSzkg47Upk7wvO3+lXRUVFBch76KiGoSrn\nm0g8xZ9/dydOu5EvfnRtvjz7fJFIZXDai5c9DU9E0YgC1RUmfnb6JdJyho8ufT/XNW2bJSFdiJxO\nM/K9/yK08230Tc00ffEPEbQXb6pm0JWWl/Zny96leJpN72mnckY/UmF5veYSyejIskxw9C0A7DXb\nzuuxmqqtNFZbOHR6gmg8nW8vABjzx/AFE2xyV8/q8cpdc51GpKOlkuO9k4wHYlQ5TLOOoQQ6Ij2h\nBC8PTtATitEfiTOZVXC7ocGFJTtXLPUAwLR4CaLFQvjgfibXrEQUhGkmpbIs0zcapqXWell661wa\nd57KGRErMIKaicWkJZHKkMhG7oVfLm8dHiaezLBlRS2CIOQDmIlgnJ6REDLQVm/Pr6/TCqTSEk5b\nNvMTmt7spqKioqKicjFIZyT6Z5gpDk9ESWdkxiZj/M2jezl1HtVCZVlWSteKmIXKsszQeIRapxmZ\nDLtH9mPX23hP49ayQY6UTDL0b98ktPNtjIuX0Pyl/43WUXHezmE+6PNiBLNL106dVvxbmhrsbNjW\nOmu5MbutRhSKCjZcDGKBEySjQ5gcbnTGqvN+vKuW15LOSOw/Nb20LF+21uactY2+ILi8armSjcmZ\nuRciyzLDMS02y70MJTv49ZCPrlCMSoOOFrMyv9NrRYyGnI9O8YyOoNFgXbOOjN+P1xfB5TAgFjwk\n335omL/6/m4Od83267kcUAOdy5BomUDHbFSa/4JRJVuTSxdnJInnd/ah04rcvKkZIP8kyjsZo6eg\nPyeHTiMqgU42IJpUMzoqKioqKpcAv943yF88sou+AkPFsUnFoHNlWyXReJq/f/xAWdWrcyHXYG7Q\nz/4d9oeTxJMZGlxmDo4fJZqOsaVuIxqxvBfd2H//gMihg5hXrqLpD76ExlLaaPRCodfm5KWnT5J7\nOscZzM4bbntfx7SJcY5c6Vop4/ILiSylmRx8ifHuJwERe917Lshxt2QDlZ3Hpt+Hp/oDAHS0zA5k\nc31fiVSGje4aNKIwq/zNG0vyg1NDPNY5gihYSKVO8MCiGv5s/SK+sKqVdquS/dFqxHyGqFSgA2BZ\nt46koCUYz1BTOZUJlWSZ53f2odUIeQuTyw010LkMKZfRsWZTo7mytFzp2q7jY4wH4ly7ph6HRUlJ\nGnQaGqos9IyEOD2UC3SmbmSdNlu6pmZ0VFRUVFQuIXI9MEMTU72jY5OKm/ztW1v5wkfXoNUI/Mcz\nR3n+nV5kWV7Q4+fUSov1Mkz151jYP3YYgC31G8vuT0olCe3Zja62lsbPf+GimIMWQ6cVEZguL+33\nRXnl2eOkUOYYVSVKBI3ZOYruIpetpeJeRk4+QmjsbbQGJ7XuT2IwN1yQY9dUmmmvt3OsZzL/ABpg\nPBBDEKCmcnY5mqEgi2Y16VjeVknvSEjpP8tkeL7fyzeO9nIyEGWx3cQqRx/R+HZO+rZjzlqD5Pq0\nNRohL11dNtBZuRq/WckuVRcY3B46PcGoL8qWFbU4LlPJabVH5zIkllBuVlMxMYK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at13L/x7Xzv9RnU9lmOxV/k2Dl5X6PGwIGqfeyp3EFrcXNWu/S1zvod+XVKyl46S0QnFInh9kfY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+0s6R9ikOnZvk5kVWoUVR4I6PNfHsT05w5N1+CootFC1ianCt0Fnq0FnqCHl6GG/7Lqb8TVgK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\nAj8xJMBjOLkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x136f4f8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nd.ma.plot_ma_from_order(has_result.ix[100], date_ext=252, time_period=[10, 20, 30, 60, 90, 120])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
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